Fact-checked by Grok 2 weeks ago

Animal identification

Animal identification encompasses the scientific and practical techniques used to recognize and distinguish animals at the species, population, or individual level, drawing from fields such as biology, ecology, forensics, and computer science to support conservation, research, agriculture, and law enforcement.^[1] These methods have evolved from ancient visual inspections of physical traits like coat patterns and horn shapes, dating back to prehistoric times around 30,000–17,000 years ago as depicted in cave paintings, to sophisticated modern tools including genetic analysis and artificial intelligence.^[2] Key approaches include morphological analysis, which examines physical characteristics such as plumage, dentition, or skeletal features to assign taxonomic identities, offering a cost-effective and rapid means of species determination in wildlife forensics.^[3] Genetic methods, particularly DNA barcoding, utilize standardized short DNA sequences like the mitochondrial cytochrome c oxidase subunit I (COI) gene—typically 658 base pairs long—to authenticate species even in processed or degraded samples, enabling the detection of endangered animals in trade, such as saiga antelope horns or pangolin scales, by comparing sequences against databases like GenBank or BOLD Systems.^[4] For individual animal tracking, traditional physical marking techniques have been pivotal: ear notching and hot-iron branding emerged around 2000 BCE in ancient Egypt and Mesopotamia for livestock ownership, while ear tags were formalized in 1799 by Sir Joseph Banks for sheep, and radio-frequency identification (RFID) chips became widespread in the 1970s for non-invasive monitoring in agriculture and research.^[2] In contemporary ecology and conservation, computer vision integrates deep learning algorithms, such as convolutional neural networks, to analyze images or videos of natural markings—like tiger stripes or panda facial patterns—achieving identification accuracies up to 96% for species like giant pandas, thus facilitating large-scale studies of behavior, population dynamics, and habitat use without invasive procedures.^[1] The importance of animal identification extends to addressing global challenges, including biodiversity loss and illegal wildlife trade, where accurate species verification supports regulatory enforcement and ethical practices in traditional medicine and farming.^[4] Despite advancements, limitations persist, such as the need for complementary methods to overcome morphological similarities among cryptic species or the high cost of genetic sequencing in resource-limited settings.^[3] Ongoing innovations, including biometric integrations and automated camera-trap systems, continue to enhance precision and scalability in this interdisciplinary domain.^[2]

Historical Development

Early Practices

Early practices of animal identification relied on manual, visible techniques to denote ownership, prevent theft, and track livestock in agricultural and herding societies. In ancient civilizations, such as Egypt around 2000 BCE, ear notching involved cutting specific patterns into an animal's ear to create permanent identifiers for ownership and lineage, a method that persisted due to its simplicity and visibility.^[5] By 2000 BCE in Egypt and Mesopotamia, hot-iron branding emerged as a widespread technique, using heated metal irons to burn symbols into the hide of cattle and horses, ensuring durable marks on valuable animals.^[5] In Roman farming, hot-iron branding continued as a core method, where symbols were often selected for their believed magical protective qualities over livestock, integrating practical identification with ritualistic elements.^[6] During medieval European agriculture, these practices evolved within feudal systems, with ear notching and marks used by farmers to distinguish herds amid communal grazing lands, while brands or other marks denoted ownership to deter rustling.^[7] Branding irons, typically made of iron heated in fire, produced scars that contrasted against the animal's hide, though freeze branding—using extreme cold to alter hair pigmentation without burning—was not developed until the mid-20th century and thus absent from these eras. Regional variations appeared in Native American horse marking, where Plains tribes applied painted symbols, such as handprints or lightning zigzags, to horses for identification during hunts or raids, signifying ownership, protection, or achievements before permanent branding was widely adopted post-European contact.^[8] In early herding practices across Africa and Asia, nomadic pastoralists like the Fulani in West Africa and Tibetan yak herders employed simple tagging with leather collars or cloth strips attached to animals, often adorned with bells or knots to aid in tracking large, mobile herds through vast landscapes.^[9] These low-tech attachments, derived from locally available materials, facilitated individual or group identification in transhumant systems dating back millennia.^[10] Despite their effectiveness, these methods faced significant challenges, including mark loss from healing, where scars from brands or notches could fade as skin regenerated, or environmental factors like weathering and hair regrowth that obscured symbols. In 18th- and 19th-century records from the American West, such issues led to ownership disputes; for instance, Texas rancher Samuel Maverick's unbranded cattle in the 1840s were often claimed by others due to the absence or ambiguity of marks, coining the term "maverick" for unmarked animals and highlighting the risks of fading or incomplete branding.^[6] Tampering by rustlers, who altered notches or brands, further compounded these problems, as noted in historical accounts of European and colonial herding.^[5] These limitations in manual techniques paved the way for more reliable electronic methods in the 20th century.

Modern Evolution

The modern evolution of animal identification during the 20th century represented a pivotal shift from ad-hoc physical markings, such as those used in ancient and pre-industrial eras, to systematic, standardized approaches driven by agricultural industrialization, escalating demands for disease surveillance, and the growth of international livestock trade. As farming scaled up with mechanization and larger herds, governments and industry bodies recognized the need for reliable traceability to mitigate economic losses from outbreaks and facilitate commerce, transforming identification from a local ownership tool into a regulatory imperative.^[11] Ear tags emerged as a key innovation in the early 20th century to enable precise animal tracking amid rising disease threats. Developed in 1913 in Canada for tuberculosis testing in cattle, these metal or plastic devices allowed veterinarians to monitor individual animals without invasive methods.^[12] Their adoption accelerated in the 1920s and 1930s across the US and Europe, particularly in response to foot-and-mouth disease (FMD) outbreaks, which ravaged herds and prompted traceability requirements to quarantine and cull infected stock efficiently; for instance, the 1929 FMD epidemic in the US, the last major occurrence there, emphasized the role of tags in containment efforts.^[13]^[14] Standardized numbering systems further professionalized identification, with foundational work beginning in the early 1900s through international milk recording initiatives. The International Committee for Animal Recording (ICAR) was formally established in 1951 to harmonize global practices in animal identification and data exchange.^[15] Following World War II, reconstruction in Europe and expanded trade necessitated mandatory schemes; countries like the UK and Germany implemented compulsory ear tagging and numbering for cattle by the 1950s, evolving from voluntary breed registries into enforceable regulations to support export certification and herd management.^[16]^[17] Tattooing gained prominence in the mid-20th century as a durable alternative for species prone to tag loss, such as pigs and horses, aligning with the expansion of purebred registries and commercial breeding. Applied to ears, shoulders, or lips using ink and specialized pliers, this method ensured permanent, tamper-proof records for ownership and health history; tools like rotary-action tattoo outfits, refined in the post-war period, facilitated faster application on market-bound pigs and performance horses.^[18]^[19] Epidemics from the 1960s to 1980s intensified the push for robust, permanent identification tied to slaughter chains, highlighting gaps in prior systems. The 1967 FMD outbreak in the UK, which infected over 400,000 animals across 2,364 farms and cost millions in culls and trade bans, exposed traceability weaknesses and spurred investments in individual numbering for rapid source tracking.^[20]^[21] Precursors to the bovine spongiform encephalopathy (BSE) crisis, including recurring FMD waves and emerging transmissible spongiform encephalopathies in the 1970s-1980s, similarly drove regulations mandating lifelong IDs to link animals from farm to abattoir, preventing contaminated meat distribution and rebuilding consumer trust.^[22]^[23]

Technological Milestones

The development of radio frequency identification (RFID) technology marked a significant advancement in animal identification during the late 20th century. Early electronic tags for livestock emerged in the 1970s as one of the first civilian applications of RFID, with a key patent for an electronic livestock identification system granted in 1981 that utilized transponders implanted or attached to animals for remote reading.^[24]^[25] Companies like Allflex, originally founded in 1955 for visual tags, pioneered the commercial introduction of RFID ear tags in North America in 1993, enabling passive, low-frequency transponders compliant with emerging ISO standards for unique animal numbering.^[26] These innovations facilitated automated data capture without physical contact, improving efficiency over manual visual methods and laying the groundwork for traceability systems. Adoption accelerated in the late 1990s, exemplified by the European Union's Council Regulation (EC) No 820/97 of 1997, which mandated individual identification for bovine animals by 1999 to enhance disease control and traceability, often incorporating RFID as an optional but increasingly standard electronic component.^[27] In the 2000s, hybrid visual-plus-electronic identification (EID) systems became widespread, combining traditional visual elements like barcodes or printed numbers with embedded RFID chips in ear tags or boluses for seamless integration into herd management. These systems allowed for both human-readable and automated machine-readable identification, reducing errors in recording animal data such as health history and movements. Barcoding on tags, introduced commercially in the early 2000s, enabled quick scanning at markets or farms using handheld devices, while GPS-enabled collars emerged around the same period to track real-time location and behavior in extensive grazing operations, particularly for cattle and sheep.^[28]^[29] This era saw broader regulatory push, with the EU extending EID requirements to sheep and goats by 2009 under Regulation (EC) No 21/2004, promoting interoperability across borders.^[30] The 2010s brought DNA-based identification methods to the forefront, leveraging genetic barcoding—short, standardized DNA sequences like the cytochrome c oxidase I (COI) gene—to verify species and individual identity with high precision, especially for regulatory compliance and anti-fraud measures. This approach proved invaluable for distinguishing morphologically similar species or detecting mislabeling in trade, with success rates exceeding 95% in validated protocols for animal tissues. The U.S. Department of Agriculture (USDA) integrated genetic barcoding into programs like the National Animal Health Laboratory Network starting in the early 2010s, using it for rapid species confirmation in import/export inspections and wildlife disease surveillance, often in tandem with traditional tags.^[31]^[32] By the 2020s, artificial intelligence (AI) and machine learning transformed animal identification through automated imaging and analysis, enabling non-invasive methods like facial recognition without physical tags. In Australia, pilots such as the Meat & Livestock Australia's Artificial Intelligence Cattle Recognition Project (launched 2023) tested deep learning models on muzzle patterns, achieving identification accuracies over 99% in controlled trials to combat theft and streamline supply chains. Similarly, the University of New England's 2021 AI system demonstrated near-perfect recognition rates for individual cattle using convolutional neural networks on facial features, with ongoing integrations by 2025 for real-time scanning via drones or fixed cameras. These advancements, building on datasets of thousands of annotated images, prioritize robustness in varied lighting and environments, marking a shift toward scalable, tag-free digital ecosystems.^[33]^[34]

General Identification Methods

Physical Marking Techniques

Physical marking techniques encompass a range of non-electronic methods designed to provide visible, durable identification for animals, particularly in livestock, wildlife, and research settings, where cost-effectiveness and simplicity are prioritized over advanced technology. These techniques rely on mechanical or chemical alterations to the animal's body or appendages, ensuring marks remain legible for identification purposes such as ownership verification, health tracking, and traceability. Common across species like cattle, sheep, horses, and birds, these methods balance permanence with animal welfare considerations, including pain reduction and infection prevention. Ear tagging represents one of the most widespread physical marking approaches, utilizing small plastic or metal devices attached to the animal's ear for individual identification. Plastic tags, available in one-piece or two-piece configurations, are flexible and color-coded for quick visual recognition, while metal tags offer greater durability in harsh environments but may cause more tissue trauma. Numbering conventions typically follow standards like the Animal Identification Number (AIN) system in the United States, where tags begin with the country code "840" followed by a 12-digit unique identifier to facilitate national traceability. Attachment involves specialized applicators that puncture the ear cartilage in the middle third—between the upper and lower ribs—to maximize retention and strength, with placement positioned one-third from the tip and base to avoid tearing. To minimize infection risks, applicators and the tagging site are disinfected with 70% alcohol or antiseptics prior to application, and tags are often dipped in antimicrobial solutions during insertion, reducing post-tagging complications like abscesses. Branding techniques apply controlled tissue damage to create permanent symbols or numbers on the hide, commonly used for large-scale livestock operations due to their visibility from a distance and resistance to removal. Hot-iron branding, the traditional method, uses heated metal irons to burn patterns into the skin, resulting in scar tissue that forms a legible mark, though it induces significant inflammation and pain lasting up to eight weeks without mitigation. Freeze branding, an alternative, employs super-cooled irons (typically using liquid nitrogen or dry ice) to destroy hair follicles and pigment cells, producing a white, hairless mark with less initial pain and no hide damage, as new hair grows in contrasting color. Chemical branding, less commonly adopted, involves caustic agents like silver nitrate to etch marks but is restricted due to inconsistent results and prolonged irritation. Pain mitigation strategies include local anesthetics, such as lidocaine, applied prior to branding, along with post-procedure analgesics like flunixin meglumine to alleviate discomfort; European Union animal welfare regulations encourage pain mitigation, such as local anesthetics, for branding procedures to ensure compliance with welfare standards, with specific requirements varying by member state and species. These methods are favored for their low cost—often under $1 per application—and longevity exceeding a decade, though legal restrictions in regions like the EU emphasize humane practices over outright bans. Tattooing provides a subtle, permanent marking option by injecting ink into the skin, suitable for sensitive areas like ears, lips, hooves, or underbelly where visibility is secondary to permanence. The process uses a tattooing tool or clamp to create punctures in a numbered or symbolic pattern, followed by rubbing specialized indelible inks—typically carbon-based or India ink formulations—into the wounds, which heal to form a visible mark on lighter skin or fur. For livestock such as pigs and sheep, ear or snout tattoos are common, while horses often receive lip tattoos inside the upper gum for racing identification, applied with sterile clamps and inks designed for mucosal adhesion. Hoof tattoos, used in some equine or cervid contexts, involve marking the coronary band with waterproof inks for traceability. These tattoos exhibit high longevity, remaining legible for over 10 years in horses and often lifelong with proper application, due to the inks' resistance to fading from sun exposure or grooming. Collars, leg bands, and wing tags offer versatile options for both temporary and permanent identification, particularly for smaller animals, birds, or short-term tracking needs. Collars, typically made from adjustable nylon or leather with embedded metal plates for engraving, serve as permanent identifiers for companion animals or wildlife studies but can be temporary versions using Tyvek-like paper materials for shelter intake. Leg bands, constructed from lightweight aluminum or UV-resistant plastics, encircle the lower limb of poultry, rodents, or amphibians, with plastic variants preferred for their flexibility and color-coding to denote groups or individuals without restricting movement. Wing tags, or patagial markers, are vinyl or plastic patches sewn or clipped into the wing web of birds like waterfowl or raptors, using UV-stabilized materials to prevent degradation from sunlight and ensure visibility during flight observations. These attachments prioritize non-invasive materials—such as anodized aluminum for corrosion resistance or polycarbonate plastics for durability—to distinguish temporary uses (e.g., research trials lasting months) from permanent ones (e.g., lifelong poultry banding), with costs as low as $0.10 per unit for basic plastic bands.

Electronic Tagging Systems

Electronic tagging systems utilize implantable and attachable devices to enable automated, wireless identification and tracking of animals, facilitating traceability in managed populations such as livestock, pets, and wildlife. These systems store unique identifiers and, in some cases, additional data like health records, which can be read remotely without physical contact, improving efficiency over manual methods. Common implementations include radio-frequency identification (RFID) chips and satellite-based collars, adhering to international standards for interoperability.^[35] RFID chips are widely implanted subcutaneously in companion animals and livestock, typically as small glass-encapsulated transponders injected between the shoulder blades, or as ruminal boluses—a larger, durable capsule administered orally into the rumen of ruminants like cattle for permanent retention. These devices operate at low frequency (134.2 kHz) under ISO 11784/11785 standards, which define the code structure and air interface for animal identification tags to ensure global compatibility. Reading ranges vary by tag type and reader; subcutaneous implants are detected at short distances of 10-30 cm, while advanced ultra-high frequency (UHF) variants in ear tags or boluses can achieve up to 12 meters, allowing bulk scanning in group settings.^[36]^[37]^[38] GPS and Bluetooth-enabled collars provide real-time location tracking for wildlife and livestock, integrating satellite positioning with short-range wireless communication for data transmission to base stations or mobile devices. These collars often feature onboard data logging to record movement patterns, activity levels, and environmental data even when out of signal range, supporting research on migration or grazing behavior. Battery life typically ranges from 6 to 24 months, depending on tracking frequency, environmental conditions, and power-saving modes, with solar-assisted models extending longevity in field deployments.^[39]^[40]^[41] For pets, microchip scanning protocols involve using universal low-frequency readers that cycle through multiple frequencies (125-134.2 kHz) while slowly waving the device in an "S" pattern over the animal's body, particularly the neck and shoulders, to detect implants without causing distress. Global database systems like PetLink, established in 1990, link the retrieved chip number to owner contact information, enabling rapid reunification of lost animals through a centralized registry accessible by shelters and veterinarians.^[42]^[43]^[44] By 2025, advancements in near-field communication (NFC) and UHF tags have enhanced bulk reading capabilities in feedlots, where handheld or fixed readers can identify hundreds of animals simultaneously during sorting or health checks, complying with USDA mandates for electronic identification in cattle and bison. Studies on UHF-RFID systems in pig and cattle operations indicate potential labor savings in routine identification tasks, such as weighing and monitoring, by automating data capture and minimizing manual handling. Physical tags may serve as visual backups for these electronic systems in low-tech environments.^[45]^[46]^[47]

Biometric and Imaging Approaches

Biometric and imaging approaches to animal identification leverage inherent physiological traits, such as vascular patterns or surface textures, captured through non-invasive scanning or photographic techniques to create unique digital signatures for recognition. These methods avoid physical attachments, relying instead on computer vision algorithms to analyze images for individual differentiation, often achieving high accuracy in controlled or field settings. Developed primarily in the late 20th and early 21st centuries, these techniques draw from human biometrics but adapt to animal-specific challenges like movement and environmental variability.^[48] In livestock, retinal and iris scanning has emerged as a reliable method for cattle identification, utilizing the unique vascular and pigmentation patterns in the eye. Systems capture fundus images via handheld or automated scanners, processing them with algorithms like 2D Complex Wavelet Transform to match patterns against databases. For instance, iris-based recognition in cattle has demonstrated accuracies exceeding 95%, with one study reporting 98.3% success in identifying individuals from scanned images. Devices such as the OptiReader facilitate on-farm application by acquiring high-resolution retinal images quickly, enabling verification without handling stress. These approaches are particularly valuable in breeding and traceability programs, where precision is critical for regulatory compliance.^[49]^[48] Facial recognition algorithms extend biometric identification to species like pigs and horses, focusing on distinctive muzzle patterns that remain stable post-weaning. In pigs, convolutional neural network (CNN) models trained on datasets of frontal face images extract features such as nostril shape and whisker alignment, achieving recognition accuracies around 96.7% in farm environments. For horses, similar deep learning frameworks analyze muzzle whorls and lip lines, with models like ResNet variants enabling individual tracking in herds. Open-source implementations from recent research, including those released in 2023, provide accessible tools for dataset annotation and model training, promoting widespread adoption in precision livestock farming. These systems process video feeds in real-time, supporting health monitoring without invasive procedures.^[50]^[48]^[51] For wildlife, coat pattern analysis uses photographic imaging to catalog unique markings, facilitating non-contact population studies. Software algorithms detect and compare features like spots or stripes against reference libraries, with applications in species monitoring via camera traps. In zebras, tools such as StripeSpotter employ edge detection to quantify and match stripe configurations, enabling individual identification from single images with near-zero error rates in controlled tests. This open-source program, developed for field ecologists, automates the process traditionally done manually, enhancing efficiency in conservation efforts for striped and spotted species like tigers and cheetahs. Such methods support biodiversity assessments by tracking migration and demographics without disturbing habitats.^[52]^[53] Thermal imaging provides a complementary approach for identification in low-light or dark environments, capturing heat signatures to distinguish individuals based on body temperature distributions. In laboratory settings, this technique is applied to track mice and rodents, where infrared cameras detect subtle variations in thermal profiles during social or behavioral experiments. Deep learning-based segmentation models process thermal videos to segment and identify animals, achieving robust tracking even in occlusions or group housing. For example, software like ThermoLabAnimal analyzes surface temperatures non-invasively, supporting individual monitoring in research without visible light disruption. This method proves especially useful for nocturnal species, offering insights into activity patterns while minimizing stress.^[54]^[55]

Livestock Identification

Ruminants (Cattle and Sheep)

Identification of ruminants, particularly cattle and sheep, emphasizes reliable traceability to support disease control, breeding management, and international trade, with methods adapted to herd dynamics in grazing environments. In cattle, official identification often involves dual ear tagging systems combining visual and electronic identifiers to ensure both human-readable and machine-scannable data for rapid tracking during outbreaks like bovine spongiform encephalopathy. These approaches prioritize durability in outdoor settings, where external tags must withstand environmental stresses, while internal devices offer permanence for sheep in challenging landscapes. In the United States, the National Animal Identification System (NAIS), proposed in the 2000s, laid the groundwork for standardized cattle identification, evolving into the current Animal Disease Traceability (ADT) framework under the U.S. Department of Agriculture (USDA), which mandates official eartags for interstate movement of cattle and bison aged 18 months or older.^[56] The ADT rule, updated in 2024, requires electronic identification (EID) eartags applied on or after November 5, 2024, alongside traditional visual tags, providing a unique national numbering system for individual animals to facilitate swift disease response.^[47] Similarly, in the European Union, Regulation (EU) 2016/429 and Commission Delegated Regulation (EU) 2019/2035 require all bovine animals to bear two means of identification—one visual and one potentially electronic—for comprehensive identification from birth, enabling cross-border traceability and mandatory reporting of movements.^[57] These dual systems achieve high tag retention rates, with approved eartags demonstrating at least 99% retention to minimize loss and maintain accuracy in large-scale operations.^[58] For sheep, especially in rugged terrains where external tags are prone to snagging on vegetation or fences, rumen boluses serve as an internal electronic identification alternative, lodging permanently in the reticulum to provide tamper-proof RFID tracking without visibility concerns. These boluses, typically ceramic or resin-encased transponders weighing 20-75 grams, are designed with high density (greater than 3 g/cm³) and rounded shapes to prevent expulsion and ensure lifelong retention rates exceeding 95% in trials. Insertion involves restraining the sheep manually or in a cradle, using a specialized bolus gun to deliver the device orally into the esophagus, where it is swallowed and guided to the rumen— a quick procedure taking under 30 seconds per animal when performed by trained personnel.^[59] Anti-loss features, such as acid-resistant coatings and weighted cores, position the bolus securely in the digestive tract, making it ideal for extensive grazing systems in hilly or forested areas.^[60] Traditional physical marking methods persist for cattle, particularly in horned breeds, where hot-iron branding on the horns or flanks offers a visible, permanent identifier resistant to alteration. Horn branding applies heated irons to etch ownership symbols directly onto the horn keratin, a technique suited to breeds like Texas Longhorns for quick visual recognition during herding, though it requires careful application to avoid cracking. Flank branding, using similar hot irons on the animal's side below the hip, provides an alternative site for larger symbols in breeds with heavy hides, ensuring legibility from a distance while minimizing interference with meat quality.^[61] Modern systems integrate these identification methods with farm management software to maintain individual health records, enhancing overall herd productivity. For instance, Allflex Livestock Intelligence platforms link EID tags and rumen boluses via RFID readers to cloud-based software, automatically logging vaccinations, weight gains, and disease alerts for each animal in real-time, supporting decisions on breeding and culling. This connectivity streamlines compliance with traceability mandates while enabling predictive analytics for issues like mastitis in dairy cattle or footrot in sheep. General biometric approaches, such as retinal scanning, supplement these primary methods in select high-value operations for added verification.^[62]

Other Farm Animals (Pigs and Horses)

Pigs are commonly housed in groups on intensive farms, necessitating identification methods that facilitate batch tracking rather than solely individual monitoring. Group ear tags, often plastic and available in various colors, are widely used for swine in these settings to denote batches or lots, enabling efficient management of fast-growth cycles and disease traceability. These tags typically bear a premises identification number (PIN) assigned by state animal health officials, allowing for group/lot identification under USDA regulations for slaughter or feeder swine moving interstate. Color-coding, such as yellow for one batch and blue for another, enhances visual distinction during handling and sorting.^[63]^[64] For individual identification, ear tattooing is applied to pigs, particularly those intended for breeding or registry, with tattoos placed on the ear or inner flank if recorded in a swine registry association's book of record, as per USDA guidelines. This method is often performed around weaning to establish permanent records early in the animal's life, supporting traceability in commercial operations. While ear notching serves a similar purpose for litter and individual numbering in non-registered swine, tattooing provides a durable alternative for official documentation. In contrast to ruminant boluses used for herd-scale tracking, pig identification emphasizes non-invasive, low-cost options suited to high-density environments.^[65]^[66] Horses, valued for their individual performance and ownership history, require precise identification to verify pedigree and prevent theft. Microchipping, using a 15-digit ISO-compliant implant (standard 11784/11785), is the primary modern method, inserted under the skin in the neck or shoulder and scanned for unique identification linked to owner registries. This technology is mandatory for horses competing in USEF-licensed events and is recommended for all equines to aid recovery during disasters or theft. Lip tattoos, consisting of a letter and four or five numbers indicating foaling year and registration, have been a longstanding tool for Thoroughbreds, initiated by the Thoroughbred Racing Protective Bureau in 1947 and integrated into The Jockey Club's system for racing verification.^[67]^[68]^[69] Freeze branding offers a permanent, non-scarring alternative for horses, using a supercooled iron to destroy pigment cells and promote white-haired regrowth that outlines the brand clearly without raised scars. This technique is less painful than hot branding and remains legible year-round, applied typically to the neck or shoulder for quick visual confirmation of ownership. It is particularly favored in registries like the American Quarter Horse Association for its durability and aesthetic appeal on various coat colors.^[70]^[71]

Companion and Laboratory Animal Identification

Pets (Dogs and Cats)

Identification of pets, particularly dogs and cats, primarily relies on voluntary methods aimed at facilitating the recovery of lost animals through owner-pet bonds and community involvement. Subdermal microchips, adhering to the ISO 11784/11785 standards, are the most common electronic identification tool for these companion animals. These microchips encode a unique 15-digit number and operate at a frequency of 134.2 kHz, allowing compatibility with universal scanners used by veterinarians, shelters, and animal control officers. Implantation typically occurs in the subcutaneous tissue between the shoulder blades or along the neck for both dogs and cats, a procedure performed by licensed professionals to minimize discomfort and ensure proper placement.^[72]^[73]^[74]^[75] Collar-based identification complements microchipping by providing immediate visual access to owner contact information. Traditional metal tags have evolved since the 2010s to include QR codes, which, when scanned via smartphone, link directly to digital profiles or owner apps containing detailed pet and contact data. This adoption has been widespread, driven by services like PetHub and Fido Alert, enhancing recovery rates by enabling quick notifications without relying solely on physical addresses. For breeds with thick fur, such as Labradors, where microchips may occasionally migrate or be harder to scan in dense coats, tattoos serve as a visible alternative; these involve inking a unique number or symbol on the inner ear, abdomen, or groin area for easy inspection. Studies indicate that microchipped dogs in urban shelter settings achieve approximately 80% return rates to owners, compared to 37% for non-microchipped dogs, underscoring the effectiveness of these voluntary systems.^[76]^[77]^[78]^[79] Global registries play a crucial role in cross-border pet recovery, with the American Animal Hospital Association (AAHA) maintaining a Universal Pet Microchip Lookup Tool that queries multiple international databases to locate registered information. This tool integrates with services like PetLink and Found Animals, ensuring seamless access for finders worldwide. As of 2025, updates to these systems incorporate AI-assisted features, such as facial recognition databases from initiatives like Petco Love Lost, which complement microchip data by matching uploaded photos of found pets against owner-submitted images to generate alerts and expedite reunions. These advancements emphasize the shift toward integrated, technology-driven voluntary identification for enhancing pet welfare.^[72]^[80]^[81]

Research Animals (Mice and Rodents)

In laboratory settings, precise identification of mice and rodents is essential for maintaining experimental reproducibility, tracking genetic lineages, and ensuring animal welfare during studies. Methods must balance permanence, readability, and minimal invasiveness to comply with institutional animal care and use committee (IACUC) standards, which emphasize reducing stress and pain. Common approaches include physical markings and electronic systems tailored to the controlled environment of research facilities, where animals are often housed in groups or automated phenotyping cages.^[82] Tail tattooing and ear punching with numeric codes are widely used permanent identification techniques for mice, standardized by protocols from The Jackson Laboratory. Tail tattoos involve applying FDA-approved pigments to the tail base or digits post-weaning, allowing for unique alphanumeric codes readable without equipment, while ear punching creates standardized notch patterns on the ear pinna using numbered tools, suitable from weaning age onward. These methods enable individual tracking in breeding colonies and are preferred for their low cost and simplicity, though they require training to avoid infection or excessive discomfort.^[83]^[84] For group-housed rodents, visual marking with non-toxic fur dyes or electronic transponders facilitates non-invasive monitoring while minimizing stress, as per IACUC guidelines that prioritize social housing to prevent isolation-related behavioral alterations. Fur dyes provide temporary color-coded identification reapplied every few days, ideal for short-term studies, whereas subcutaneous transponders (similar to microchipping in pets) offer permanent RFID-based detection without visible marks.^[82]^[85]^[86] Genetic identification via ear tissue sampling has become integral to CRISPR-based studies since the 2010s, allowing direct genotyping to verify edits without additional invasive procedures. During routine ear punching, a small tissue sample is collected for DNA extraction and PCR analysis, confirming transgenic status with high specificity in models like knock-in mice. This approach enhances reproducibility in genome editing experiments by linking phenotypic data to verified genotypes, often combined with physical marks for dual verification.^[87]^[88]

Wildlife Identification

Terrestrial and Avian Species (Birds and Amphibians)

Terrestrial and avian species, including birds and amphibians, rely on lightweight, durable marking techniques to monitor migration patterns, population dynamics, and individual movements without significantly impeding mobility or behavior. These methods prioritize minimal invasiveness and long-term retention, adapting to the species' terrestrial or aerial lifestyles. Common approaches include physical banding for birds and clipping or tagging for amphibians, enabling researchers to track recaptures over seasons or years. For birds, aluminum leg bands have been a cornerstone of identification since the establishment of the U.S. Geological Survey's Bird Banding Laboratory in 1920, which standardized federal banding to support migratory bird studies under the Migratory Bird Treaty Act. These bands, typically made of lightweight aluminum alloy, are affixed to the bird's tarsus using specialized pliers, with each band featuring a unique alphanumeric code for individual identification.^[89] Sizes range from 0A (inner diameter 1.98 mm for small passerines) to 12 (for larger raptors), selected based on species-specific leg measurements to ensure a secure fit without constriction.^[90] Color-coded auxiliary bands, often used in conjunction with aluminum ones, employ standardized schemes (e.g., orange for one species group, green for another) to denote age, sex, or study cohort at a distance, facilitating rapid field observations.^[91] Satellite transmitters represent an advanced electronic method for long-distance tracking of avian species, particularly migratory birds like waterfowl and raptors, by relaying GPS locations via orbiting satellites to ground stations.^[92] These devices, typically backpack-mounted with harnesses, must weigh less than 3% of the bird's body mass to avoid adverse effects on flight energetics or survival, as established in wildlife telemetry guidelines.^[93] For example, a 1-gram transmitter suits small songbirds, while larger units up to 20 grams are used on eagles, with solar panels often integrated to extend battery life beyond months.^[94] Deployment involves gluing or suturing the harness, followed by periodic data downloads to map migration routes spanning thousands of kilometers. In amphibians, toe clipping serves as a simple, cost-effective marking technique for short-term ecological studies, particularly in terrestrial species like frogs and salamanders, where unique combinations of clipped digits by removing no more than two non-adjacent toes per foot, with overall clipping limited to minimize impact on locomotion and regenerative abilities. Clips are performed using sterile scissors or scalpels on anesthetized individuals to minimize stress.^[95] Healing protocols emphasize post-clipping care, such as applying antiseptic solutions (e.g., povidone-iodine) and housing animals in moist, clean environments for 1-2 weeks to prevent bacterial infections when properly managed.^[96] Studies confirm no significant long-term impacts on survival or growth when clips are small and infrequent.^[97] Passive integrated transponder (PIT) tags offer a more permanent option for salamander research, implanted subcutaneously to enable non-contact detection in field studies of habitat use and population density.^[98] These 12-mm glass-encased tags, weighing about 0.1 grams, are inserted via a hypodermic needle injector into the dorsal tail base or flank after local anesthesia, with the site sealed by pressure to promote encapsulation within days.^[99] Detection occurs using handheld wand scanners that emit low-frequency radio waves (125-134 kHz) to activate the tag's unique code up to 30 cm away, allowing efficient scanning of hidden or burrow-dwelling individuals without recapture stress.^[100] In ecological applications, PIT tags have tracked salamander movements in forested habitats, revealing dispersal distances of 10-50 meters over years with retention rates exceeding 95%.^[101] As a non-invasive alternative, photo-identification uses natural markings like plumage patterns in birds or skin spots in amphibians, captured via cameras for database matching, though it requires high-resolution imagery for accuracy.^[102]

Aquatic Species (Fish and Marine Mammals)

Identification of aquatic species, particularly fish and marine mammals, relies on specialized tagging systems adapted to corrosive, high-pressure, and hydrodynamic environments to support conservation efforts, aquaculture management, and migration studies. These tags must minimize drag, ensure long-term retention in water, and enable remote detection without significantly altering natural behaviors. In aquaculture, tags facilitate stock monitoring and growth assessment, while in wild populations, they inform habitat use, population dynamics, and responses to environmental changes such as climate shifts or fisheries interactions.^[103] For fish species, external tags like Floy anchor tags and dart tags are commonly applied to fins for individual identification. Floy tags, such as the FM-95W model, are inserted into the musculature near the dorsal fin using an applicator, providing visible alphanumeric codes for recapture reporting.^[104] Dart tags, often nylon-based with barbs, are similarly attached to fins and have been used extensively in billfish and salmon studies. Retention rates for these tags in species like lake trout and red drum range from 70% to 90% after one year, based on double-tagging experiments that account for shedding and reporting biases, though rates can vary by species, tag placement, and environmental factors.^[105]^[106] Passive integrated transponder (PIT) tags are widely employed for salmon in hatchery and wild settings to track migration and origin without external visibility. These small, biocompatible tags (typically 12 mm long) are surgically implanted into the body cavity, detected via antennas at fixed points like dams or weirs, enabling real-time monitoring of juvenile outmigration and adult returns.^[103] In hatcheries, PIT tags distinguish hatchery-reared from wild salmon, supporting evaluations of supplementation programs and straying rates.^[107] To minimize impacts on migration behavior, reduced-size PIT tags (e.g., 8.1 mm HDX models) have been developed for smaller juveniles, showing no significant alteration in swim speed or route choice compared to untagged controls.^[108] Acoustic tags provide critical data on marine mammal movements, particularly for elusive species like whales. These battery-powered transmitters emit ultrasonic pulses detectable by hydrophone arrays, recording metrics such as depth, temperature, and location during migrations. VEMCO systems, including the V22P model, have been integrated into multi-sensor tags attached via suction cups to humpback whales, yielding insights into dive profiles and foraging depths over weeks to months.^[109] Such tags reveal seasonal migrations spanning thousands of kilometers, aiding in the identification of critical habitats and collision risk assessments with shipping routes.^[110] Flipper tags offer a cost-effective method for marking pinnipeds like seals, attached to the hind or fore flipper with rivets or adhesives for visual identification during resighting. Standardized protocols for these plastic or metal tags emerged in the 1960s through international efforts, including those by the International Council for the Exploration of the Sea (ICES), which coordinates harp and hooded seal tagging to estimate pup production and dispersal.^[111] ICES working groups have since refined tag designs to improve retention (often >80% short-term) and reduce entanglement risks, facilitating long-term studies of site fidelity and population trends in species like harbor and gray seals. These approaches parallel bird banding in enabling broad-scale recapture data for demographic analysis.

Invertebrates

Invertebrate identification poses unique challenges due to their small size, diverse exoskeletons, and often short lifespans, necessitating non-lethal, lightweight methods suitable for ecological research, pest management, and behavioral studies. Unlike larger vertebrates, where biometrics like imaging draw from established patterns, invertebrate techniques emphasize minimal intrusion to avoid impairing mobility or survival in natural or controlled settings. These approaches are critical for monitoring species in biodiversity hotspots and controlling agricultural pests, where traditional morphological identification can be time-intensive and error-prone. Harmonic radar tags enable precise tracking of flying insects like bees during flight studies, allowing researchers to map navigation paths without constant visual observation. These passive transponders reflect a harmonic signal from a ground-based radar, facilitating real-time location data over distances up to several hundred meters. Lightweight designs, weighing approximately 15-22 mg and constructed from thin wire antennas with Schottky diodes, are attached to the thorax using biocompatible glue, minimizing aerodynamic disruption and enabling studies of foraging and orientation in wild populations. For instance, such tags have been used to investigate honeybee homing behaviors, revealing path integration strategies during displacement experiments.^[112]^[113] Visible marking techniques, such as leg banding and paint application, provide simple, cost-effective identification for mobile invertebrates like butterflies and crabs, particularly in mark-recapture studies for population dynamics and migration. Leg bands, often made of colored plastic or wire, are fitted around appendages to denote individuals or cohorts, while non-toxic paints (e.g., acrylic or fluorescent formulations) are applied to wings or carapaces for numeric or symbolic coding. These methods are favored in humid environments, where specialized paints demonstrate good color retention over weeks to months, resisting fading from moisture and abrasion during activities like oviposition in butterflies or burrowing in crabs. Retention rates exceed 80% in field trials for species such as monarch butterflies (Danaus plexippus) and fiddler crabs (Uca spp.), supporting pest dispersal assessments without significant mortality.^[114]^[115] In laboratory settings, micro-radio frequency identification (RFID) tags facilitate automated tracking of small invertebrates like fruit flies (Drosophila melanogaster) within behavioral arenas, integrating with systems to monitor activity patterns such as locomotion, sleep, and foraging. These tags, typically 1-2 mm in size and weighing under 1 mg, are affixed to the thorax or embedded in arenas equipped with RFID readers that log entries and exits in real-time. When combined with locomotor activity monitors—such as infrared beam-break setups in custom arenas—these enable high-throughput analysis of circadian rhythms and responses to stimuli, with protocols adapted from bumblebee studies to fruit flies for neuropharmacological research. Data resolution reaches minutes, allowing quantification of individual variability in over 100 flies per experiment.^[116] Genetic barcoding through non-lethal wing clips offers a robust, species-level identification method for insects in biodiversity surveys, bypassing morphological ambiguities in cryptic taxa. Small tissue samples from wings are extracted using rapid kits like prepGEM or ChargeSwitch, yielding DNA for amplification of the mitochondrial COI gene, which serves as a barcode for phylogenetic placement. This approach achieves over 95% success in PCR for fresh or preserved specimens, enabling bulk processing of thousands of samples from traps in pest control or ecological monitoring programs. For example, wing clips from fruit flies and moths have identified invasive species in agricultural surveys, supporting global databases like BOLD Systems for rapid taxonomic resolution.^[117]^[118]

Organized Identification Schemes

National Programs

In the United States, the National Animal Identification System (NAIS), initially proposed in the early 2000s as a voluntary framework for tracing livestock movements to control disease outbreaks, evolved into the mandatory Animal Disease Traceability (ADT) framework under the U.S. Department of Agriculture (USDA).^[119] By 2013, the ADT rule required official identification for certain cattle and bison moving interstate, but it relied primarily on visual tags. In May 2024, the USDA finalized an update mandating electronically readable identification, such as RFID eartags, for interstate movement of cattle and bison aged 18 months or older, excluding breeding animals and those moving directly to slaughter, effective November 5, 2024.^[47] This rule enhances traceability by requiring tags to be both visually and electronically scannable, with data recorded in state or tribal databases interoperable with federal systems, aiming to improve response times to disease events like bovine tuberculosis.^[119] Enforcement involves accredited veterinarians and state animal health officials verifying compliance during movements, with penalties for non-compliance under the Animal Health Protection Act.^[120] The European Union established a comprehensive bovine identification system through Regulation (EC) No 1760/2000, which mandates individual identification and registration of all bovine animals to ensure traceability from birth to slaughter. Under this regulation, each animal must receive two ear tags—one visual and one electronic—bearing a unique 12-character code including the country code, and a keeper must maintain a holding register updated within specified timelines. Bovine passports, issued upon first movement, accompany the animal and record its history, facilitating enforcement by national authorities who conduct audits and impose fines for violations. Centralized databases, such as the Trade Control and Expert System (TRACES), integrate identification data for intra-EU and import/export movements, supporting rapid tracing during outbreaks like bovine spongiform encephalopathy. The system extends to member states' responsibilities for database management, with the European Commission overseeing harmonization and compliance reporting. Australia's National Livestock Identification System (NLIS), launched in 1999 as a pilot for cattle traceability in response to bovine tuberculosis concerns, became mandatory nationwide for cattle by 2005 and expanded to sheep and goats by 2010 primarily through mob-based visual identification. The system uses property identification codes (PICs) linked to RFID ruminal boluses or ear tags for individual animals, recorded in a central database managed by Integrity Systems Company.^[121] For cattle, all animals born after 1998 or entering the food chain must be tagged before leaving the property of birth, with movements documented via National Vendor Declarations to ensure lifetime traceability.^[122] From January 1, 2025, individual electronic identification (eID) became mandatory for all sheep and managed goats born on or after that date, enforced through state agriculture departments and saleyards, with non-compliance leading to movement restrictions or fines.^[123] The NLIS has proven effective in containing outbreaks, such as foot-and-mouth disease simulations, by enabling tracing within 24-48 hours.^[124] In India, the Pashu Aadhaar initiative, part of the National Digital Livestock Mission (NDLM) launched in 2021, assigns a unique 12-digit digital identification number to livestock, modeled after the Aadhaar system for humans, to enable comprehensive traceability and service delivery.^[125] As of November 2025, over 358 million animals had been tagged with RFID ear tags or boluses linked to the unique ID, integrated into a national database for health records, vaccination tracking, and breeding data.^[126] The system, managed by the Department of Animal Husbandry and Dairying, requires farmers to register animals via mobile apps or veterinary centers, with enforcement through state animal husbandry departments mandating tags for movements and subsidies.^[127] This digital infrastructure supports disease surveillance under programs like the National Animal Disease Control Programme, facilitating rapid response to outbreaks such as foot-and-mouth disease across India's vast livestock sector.^[125]

International Standards and Cooperation

International standards for animal identification have been developed to ensure interoperability, facilitate global trade, and support disease surveillance across borders. Organizations such as the International Committee for Animal Recording (ICAR) have played a pivotal role since its founding in 1901, initially focusing on animal recording systems and evolving to establish guidelines for identification devices that promote uniformity in livestock management.^[128] These efforts aim to harmonize practices, reducing barriers to international commerce while enhancing traceability to prevent the spread of zoonotic diseases. In August 2025, ICAR issued guidance on transitioning to ISO-compliant identification devices to further improve global readability and compatibility.^[129] A cornerstone of these standards is the adoption of ISO 11784 in 1996, which defines the code structure for radio-frequency identification (RFID) transponders used in animal identification, ensuring global readability and compatibility. ICAR serves as the ISO-appointed Registration Authority for managing manufacturer codes under ISO 11784 and ISO 11785, which outlines the technical specifications for air interface communication. ICAR's guidelines, updated regularly through certification programs, require RFID devices to undergo conformance and performance testing, including environmental durability assessments, to verify interoperability for transboundary animal movements.^[130] The World Organisation for Animal Health (WOAH, formerly OIE) further reinforces these standards through its Terrestrial Animal Health Code, particularly Chapter 4.2, which provides recommendations on the design and implementation of identification systems to ensure animal traceability. These guidelines emphasize that effective identification enables the tracking of animals from birth to slaughter or export, crucial for certifying compliance with sanitary measures in international trade. For export certifications, WOAH recommends systems that allow rapid verification of animal health status, integrating unique identifiers like electronic tags to mitigate risks of disease outbreaks during cross-border movements.^[131] The Food and Agriculture Organization (FAO) of the United Nations complements these efforts with initiatives targeted at developing countries in the 2020s, promoting accessible animal identification and traceability systems to bolster food security and disease control. For instance, FAO has supported the implementation and updating of national systems, such as Georgia's Animal Identification and Traceability System (AITS) in 2020, which registers ruminants to enable movement tracking and market access. Broader programs like the Emergency Prevention System for Transboundary Animal and Zoonotic Diseases (EMPRES-i+), launched in 2022, incorporate identification tools for real-time disease intelligence in low-resource settings across Africa and Asia. Additionally, FAO's 2023 policy brief on digital technologies highlights blockchain and RFID integration for end-to-end traceability, aiding smallholder farmers in complying with international trade requirements.^[132]^[133] Bilateral agreements enhance this global framework by enabling mutual recognition of identification methods between major trading partners. For example, post-2010 arrangements between the United States and the European Union facilitate the acceptance of electronic identification (EID) tags compliant with ISO standards for livestock exports, streamlining veterinary certifications and reducing duplication in traceability documentation. Such pacts, built on WOAH guidelines, ensure that EID systems from one region are verifiable in the other, supporting seamless trade while upholding disease prevention protocols.^[134]

Photo-Identification in Wildlife

Core Techniques

Photo-identification techniques in wildlife rely on capturing and analyzing unique natural patterns on animals' bodies to distinguish individuals without physical tags. For cetaceans like whales, spot pattern analysis focuses on the pigmentation and scarring of tail flukes, which are photographed as animals surface during dives. These images are matched against catalogs using specialized software; for instance, FIN-PRINT, a deep-learning framework for killer whale recognition, achieves up to 92% top-3 accuracy in identifying individuals from fluke images by automating detection and matching stages. Similarly, advanced AI systems for humpback whale photo-identification have reported 97-99% accuracy in matching individuals from large datasets, enabling efficient catalog updates and population monitoring.^[135]^[136] Stripe indexing methods are particularly effective for terrestrial species with distinctive coat patterns, such as tigers and zebras, often captured via non-invasive camera traps. In tigers, individual stripe configurations on flanks and limbs are indexed and compared using pattern recognition algorithms, allowing researchers to track movements and demographics over time. For zebras, the HotSpotter algorithm, developed in the early 2010s, employs a species-agnostic approach to extract and match stripe keypoints, achieving 95% accuracy on Grevy's zebras and over 99% on plains zebras by prioritizing salient features and reducing false positives in large image libraries. This technique has been integral to camera trap studies, facilitating long-term monitoring of wild populations without disturbance.^[137]^[1] Cataloging natural markings like scars, notches, and deformities provides a robust foundation for individual recognition across diverse species, with standardized protocols ensuring consistency. These protocols involve grading image quality, scoring marking distinctiveness, and cross-referencing acquisitions to minimize errors, supporting non-invasive assessments of population health and habitat use. For example, in cetaceans, scars from cookiecutter shark bites or propeller strikes are cataloged to trace residency patterns, with persistence rates varying by mark type but often lasting years.^[138] Drone-based imaging has emerged as a transformative tool for aerial species identification, offering overhead perspectives that reveal markings inaccessible from ground level, with recent AI integrations enabling real-time processing. In 2025, advancements like the RAPID algorithm allow edge-device deployment on drones for on-the-fly pattern re-identification of animals such as zebras and cattle, predicting individual IDs with confidence scores and achieving high precision in dynamic environments. For avian species, drone-captured imagery combined with AI analyzes plumage variations or leg bands to identify individuals, reducing double-counting in flock surveys and supporting behavioral studies. These enhancements, including convolutional neural networks for feature extraction, have improved matching speeds to under 10 seconds per image while maintaining accuracy above 95% in field trials.^[139]^[140]

Applications and Case Studies

Photo-identification techniques have been instrumental in wildlife conservation, enabling non-invasive tracking of animal populations, estimation of abundance, and analysis of behavioral patterns without physical disturbance. These methods leverage unique natural markings captured in photographs to monitor individuals over time, contributing to broader ecological insights and management strategies. In marine mammals, terrestrial megafauna, primates, and insects, photo-ID has facilitated studies on migration, social structures, and environmental responses, often integrating with citizen science for scalable data collection.^[141] One seminal application is the North Pacific humpback whale (Megaptera novaeangliae) photo-ID catalog, initiated in the 1970s through studies in Hawaiian waters. Researchers began cataloging individuals using distinctive tail fluke pigmentation patterns, which allowed for the identification and resighting of whales across breeding and feeding grounds. This effort has tracked over 27,000 unique individuals from 2001 to 2021 alone, with the full dataset encompassing nearly 28,000 whales encountered over five decades, revealing site fidelity and migratory routes spanning thousands of kilometers from Hawaii to Alaska. By matching photographs from multiple regions, the catalog has informed population dynamics, demonstrating that 87% of whales are resighted in multiple seasons, averaging 5.6 encounters per individual, thus supporting conservation assessments of recovery post-whaling.^[141] In terrestrial conservation, photo-ID of African elephants (Loxodonta africana) via ear vein patterns has advanced anti-poaching efforts in the 2020s. The System for Elephant Ear-pattern Knowledge (SEEK), developed by Elephants Alive, codes unique features such as vein configurations, tears, notches, and holes from high-resolution photographs to identify individuals rapidly. Deployed across South Africa's Associated Private Nature Reserves, SEEK has cataloged over 23,000 elephant sightings from nearly 192,000 photos by 2019, enabling precise monitoring of population movements and demographics. This has directly aided anti-poaching by detecting illegal killings and human-elephant conflicts, with ongoing integration into ranger patrols to enhance response times and reduce poaching incidents in fragmented habitats.^[142] For primate studies, facial recognition through photo-ID has been pivotal at Gombe Stream National Park, Tanzania, since the 1960s under Jane Goodall's research. Chimpanzees (Pan troglodytes) are identified by distinctive facial features, scars, and body markings captured in photographs during daily focal follows, allowing long-term tracking of over 200 individuals across communities. This non-invasive method has enabled detailed kinship analysis, revealing matrilineal social bonds, inheritance of tool-use behaviors, and genetic relationships through resighting data spanning generations. Digitized photographic records since the 1990s have supported evolutionary studies, confirming close human-chimp parallels in social complexity and aiding habitat protection amid deforestation threats.^[143] In invertebrate ecology, photo-ID databases of butterfly wing patterns have emerged as key tools for assessing climate impacts via citizen science in the 2020s. Platforms like iNaturalist and specialized apps collect user-submitted photographs of wing venation and coloration, building datasets exceeding 500,000 images for over 185 species, primarily in Europe. These resources enable automated species identification and phenological tracking, showing shifts in migration timing and distribution linked to warming temperatures, such as earlier emergence in response to rising spring averages. By 2025, apps like the Butterfly Identification App have engaged thousands of volunteers, providing scalable data for modeling climate-driven range contractions and supporting policy for protected areas.^[144]^[145]

References

[1]
Perspectives on Individual Animal Identification from Biology and ...
Fingerprints, iris scans, and DNA analysis are some of the well-established biometric methods used to identify humans (Palsbøll 1999; Jain et al. 2007; John ...Missing: authoritative | Show results with:authoritative
[2]
Advancements in Individual Animal Identification: A Historical ... - MDPI
This article provides an overview of the evolution of animal identification methods, highlighting significant transitions across various time periods.Missing: authoritative | Show results with:authoritative
[3]
Morphological analysis: A powerful tool in wildlife forensic biology
Morphological analysis is a well-established and cost-effective technique for the taxonomic identification of wildlife remains.
[4]
DNA Barcoding for the Identification and Authentication of Animal ...
Apr 22, 2018 · DNA barcoding offers an accurate and efficient strategy that can identify existing species and discover unknown species via analysis of sequence variation.
[5]
A history of Livestock ID Tags | Daltontags
Mar 19, 2019 · Animal identification has included branding, collars, tattooing and ear notching; all means to mark ownership, identify lineage, and trace and monitor disease.
[6]
Advancements in Individual Animal Identification: A Historical ... - NIH
Aug 27, 2025 · Figure 3. Ear Notching: animals' ears were cut in a certain pattern, leaving a permanent marker for future identification.Missing: Rome | Show results with:Rome
[7]
Animal Marking - the Tattoo Archive
The marking of animals goes back to 2,000 B.C. when the Egyptians marked their cattle to prevent theft. This marking identified ownership and was often part of ...
[8]
Decoding the Range: The Secret Language of Cattle Branding
Apr 30, 2013 · Livestock branding dates back to 2700 BC, evidenced by Ancient Egyptian hieroglyphics. Ancient Romans are said to have used hot iron brands ...
[9]
Indian Warhorse Paint - Notes From the Frontier
Feb 15, 2020 · Painted horse hooves symbolized successful raids or sometimes the number of horses stolen. A cross meant the rider had escaped an ambush.Missing: identification | Show results with:identification
[10]
The Marking of Livestock in Traditional Pastoral Societies - PubMed
The marking of animals has been practised in all pastoral systems since time immemorial. Using a series of examples representative of the major pastoral ...
[11]
[PDF] LIVESTOCK PROPERTY MARKS IN AFRICA - HAL-SHS
Feb 8, 2023 · It is documented as a very ancient practice, dating at least as far back as Ancient Egypt. Most african pastoral peoples, both cattle and camel1 ...Missing: Asia cloth leather
[12]
A Review of the History and Motivations of Animal Identification and ...
Over time methods have evolved from biblical evidence of Jacob branding his livestock, to ear tags, ear notching, biometrics, and RFID technology today (NABRE, ...<|separator|>
[13]
A History of Leg Bands and Ear Tags
Apr 19, 2017 · 1913 – Ear tags were developed in Canada as a means to identify cattle when testing for tuberculosis. 1945 – The first ear tags were primarily ...
[14]
Foreign Animal Diseases of Concern: Foot and Mouth Disease
Dec 21, 2020 · Although the United States has not had foot and mouth disease (FMD) since 1929, it's still affecting livestock elsewhere around the world ...
[15]
The history of foot-and-mouth disease virus serotype C
The serotype was first described in Europe in the 1920s, where it mainly affected pigs and cattle but as a less common cause of outbreaks than serotypes O and A ...
[16]
About us - ICAR
The aims of ICAR are to promote the development and improvement of animal identification, performance recording and evaluation in farm animal production.
[17]
[PDF] ICAR: a worldwide organisation for standardisation of animal ...
The aims of ICAR are to promote improvement of farm animal recording and evalu-ation through the formulation of definitions and standards for the measurement of ...
[18]
[PDF] Foot-and-mouth disease - Agritrop
The focus of this handbook is foot-and-mouth disease, an extremely contagious viral animal disease affecting cattle, pigs, sheep and goats, which continues to ...
[19]
Hog Tattooing | The Pig Site
Charlie Jamieson, from the Western Hog Exchange, reviewed the processes that will ensure readable tattoos on your pigs.
[20]
https://www.bbc.com/news/magazine-35581830
[21]
When foot-and-mouth disease stopped the UK in its tracks - BBC News
Feb 17, 2016 · Fifteen years ago foot-and-mouth disease led to the culling of millions of animals and the UK losing billions of pounds.
[22]
Reconstructing the origin and transmission dynamics of the 1967 ...
A major FMD epidemic, starting in October 1967 in Shropshire, UK, caused 2364 outbreaks, on 2346 farms, 18 of which were infected twice (M.A.F.F., 1965). The ...
[23]
Bovine Spongiform Encephalopathy (BSE) | Mad cow disease - CDC
Bovine spongiform encephalopathy (BSE) is a fatal brain disease in cows that is caused by a prion. BSE caused a major outbreak in the 1980-90s.Missing: 1960s precursors permanent ID tracking
[24]
The legacy of BSE - PMC - PubMed Central - NIH
As the name suggests, BSE causes spongy degeneration in the brain and spinal cord. Around 4.4 million animals were slaughtered to the tune of £4 billion in ...Missing: identification 1960s 1980s precursors permanent ID tracking
[25]
Electronic Cow Tag | National Museum of American History
The introduction of electronic tags in the 1970s provided owners with an entirely new level of technical sophistication. When attached to other sensors, RFID ...
[26]
US4262632A - Electronic livestock identification system
An electronic identification system for livestock, particularly adapted to tagging ruminating animals, such as cattle and sheep, comprising a transmitter ...<|separator|>
[27]
Allflex CCIA Tags - Early's Farm & Garden Centre
CA$89.95 30-day returnsAllflex pioneered electronic livestock identification with the introduction of the first EID products in North America in 1993.
[28]
[PDF] Cattle Identification & Traceability Outside North America
Ear tags must be applied within 20 d of birth or before the first transportation of any bovine animal (EU, 2000). In addition to individual bovine animal.
[29]
Electronic Identification - an overview | ScienceDirect Topics
Electronic identification (EID) refers to a system used for the automatic and permanent identification of livestock, which employs technologies such as radio ...
[30]
Use of GPS tracking collars and accelerometers for rangeland ...
About 20 yr ago, GPS collars became commercially available and began to be used in livestock grazing research (Turner et al., 2000; Swain et al., 2011).
[31]
[PDF] Overview of selected animal registration and traceability systems ...
Feb 3, 2015 · Cattle are identified with a RFID tag (ear or rumen ... ▫ Whilst EU regulations have directly influenced the development of many of these.
[32]
Single Laboratory Validated Method for DNA-Barcoding - FDA
Jan 30, 2024 · A detailed single laboratory validated protocol is provided for DNA sequencing of the cytochrome c oxidase subunit I gene (COI) of seafood tissue samples.Missing: USDA | Show results with:USDA<|separator|>
[33]
[PDF] 20 years since the introduction of DNA barcoding
Oct 14, 2013 · The United States Department of Agriculture (USDA) and the California Department of Food and Agriculture (CDFA) are using barcoding to track a ...
[34]
P.PSH.1263 - Artificial Intelligence Cattle Recognition Pilot - MLA
Nov 6, 2023 · The pilot aimed to use AI and video to recognize cattle and trace them without NLIS tags, but was terminated due to challenges with facial ...Missing: 2020s | Show results with:2020s
[35]
Facial recognition comes for cattle - University of New England (UNE)
Dec 17, 2021 · A UNE researcher has developed an AI-powered facial recognition system for cattle that has demonstrated near-perfect accuracy in early testing.Missing: 2020-2025 | Show results with:2020-2025
[36]
RFID Devices - ICAR
RFID devices include injectable transponders and electronic ear tags, with manufacturers like Shenzhen Sails, Yangzhou Huamu, and Datamars.<|separator|>
[37]
[PDF] TAC Title 4, Part 2, TAHC - Texas.gov
Sep 16, 2025 · The RFID devices include ear tags, boluses, implants (injected), and tag ... complies with ISO 11784/11785; or non-ISO electronic identification ...Missing: chip ruminal
[38]
https://fencefast.ca/blogs/news/rfid-for-animal-tracking-efficient-solutions-2025
[39]
https://www.pcmag.com/picks/the-best-pet-trackers-and-gps-dog-collars
[40]
The Best Pet Trackers and GPS Dog Collars for 2025 - PCMag
Sep 25, 2025 · The Fi Series 3+ is the best GPS tracker for most dogs thanks to its durable build, long battery life, and reliable Lost Dog Mode. The extra ...Best Inexpensive Gps Pet... · Best Gps Dog Fence · Best Virtual Fence For Large...
[41]
Best GPS Wildlife Tracking Devices | #1 Telemetry Solutions
Long Battery Life: Modern GPS wildlife tracker that are designed to last months or even years, minimizing the need for recapture and disturbance. Environmental ...Missing: 6-24 | Show results with:6-24
[42]
G5-D Iridium/GPS Collar - Advanced Telemetry Systems
Note on battery life: Battery life shown is maximum life based on controlled testing at 20°C/25°C. Actual life will vary with environmental temperature.Missing: months | Show results with:months
[43]
[PDF] Microchip Guide - The PetLink Marketing Portal
Scan slowly and repeatedly over the entire body to check if a microchip is present. Scanning slowly allows the scanner to cycle through multiple frequencies. / ...
[44]
About PetLink
PetLink has been a leader in pet identification and reunification for over 30 years. With our microchips, we create a lifelong link between people and pets.
[45]
PetLink™ Dog GPS Tracker & Pet Microchips for Dogs, Cats, & Pets
Once the pet is chipped, vets and animal shelters can scan the chip to identify lost pets and link them to their owner's contact details.Member login · Register Pet Microchip · Pet Microchip Lookup · About PetLink
[46]
USDA 2025 Cattle RFID Tag Regulations - Cykeo
Aug 17, 2025 · The 2025 USDA regulation requires cattle to wear RFID electronic ear tags. This article shares selection, deployment, and management ...
[47]
(PDF) Cost-benefit analysis of an UHF-RFID system for animal ...
Aug 6, 2025 · A UHF-RFID system for simultaneous detection and monitoring of fattening pigs and dairy cows at particular hotspots within the respective housing environments ...
[48]
Use of Electronic Identification Eartags as Official ... - Federal Register
May 9, 2024 · ... foot-and-mouth disease (FMD) in California in 1929. Successes in the ... ear tags in cattle and bison in 2007. Michigan faces a unique ...Missing: history | Show results with:history
[49]
Livestock Biometrics Identification Using Computer Vision Approaches
This paper aims to comprehensively survey the techniques for individual livestock identification based on computer vision methods.
[50]
Evaluation of retinal imaging technology for the biometric ...
Lu et al. (2014) incorporated iris patterns with the 2D Complex Wavelet Transform for cattle identification, which achieved 98.33% accuracy. Show ...Missing: DigitalEye6000 | Show results with:DigitalEye6000
[51]
Deep learning strategies with CReToNeXt-YOLOv5 for advanced ...
Jan 19, 2024 · A testament to this is the staggering 96.7% accuracy achieved using three facial recognition methods on pigs in natural settings.
[52]
Research trends in livestock facial identification: a review - PMC - NIH
This review examines the application of video processing and convolutional neural network (CNN)-based deep learning for animal face recognition, identification ...
[53]
New Technology Identifies Zebras by Their Stripes | Audubon
Mar 12, 2012 · A computer program that can identify individual zebras from a single photograph. The free, open source program is fast and easy to use.
[54]
New Dartmouth Software Tracks Wildlife with Photos, Not Tranquilizers
Feb 2, 2015 · Algorithms have been developed for cheetahs and other species with spotted patterns and for zebras and other creatures with striped markings.Missing: zebra | Show results with:zebra
[55]
ThermoLabAnimal – A high-throughput analysis software for non ...
Aug 1, 2019 · We propose a method for automatic assessment of mean body surface temperature in freely-moving mice, using dedicated software for thermal image analysis.
[56]
Thermal imaging in automatic rodent's social behaviour analysis
Deep learning based thermal image segmentation for laboratory animals tracking. February 2020 · Quantitative InfraRed Thermography Journal.
[57]
[PDF] Frequently Asked Questions: Animal Disease Traceability Rule
Apr 26, 2024 · What animals will be impacted by the new. EID rule? The current ADT rule covers all sexually intact cattle and bison 18 months of age or older ( ...
[58]
Bovine animals - European Commission's Food Safety
If approved by the competent authority, one or both eartags may be replaced by an electronic identifier. Operators must transmit all births and deaths as well ...
[59]
Enhancing Livestock Traceability: The New USDA Regulations
Jul 23, 2024 · Tag Specifications: Approved tags must be tamper-resistant, have a high retention rate of at least 99%, and start with the three numbers 840; ...
[60]
Evaluation of the electronic identification rumen boluses for ... - MLA
Mar 6, 2023 · The high retention rate and readability of boluses observed in all trials has shown the bolus is a competitive option to electronic ear tags for ...
[61]
[PDF] Electronic Boluses & Sheep Identification - ScotEID
The use of rumen boluses for electronic identification of sheep has been studied in a number of research projects – including a large trial in England (ADAS ...
[62]
[PDF] Branding Practices in Beef Cow/Calf Herds - usda aphis
Hot iron branding cattle as a form of owner identification was first recorded in Egyptian tombs in 2700. B.C. The first recorded brands in the.
[63]
Allflex Global
Allflex offers visual tags, tissue sampling tags, RFID tags, applicators, and RFID readers for livestock identification.Milking Automation... · Our Legacy · ID Tags · Cattle ID Tags
[64]
[PDF] Official Eartags - Criteria and Options - usda aphis
Jan 31, 2025 · Animal Identification Number (AIN) “840” Tags. Tag Information ... Plastic – Tag Piece B: Outside the ear; visible from behind the animal.Missing: attachment infection prevention
[65]
What are the differences in livestock tag types, sizes, and colors?
For the best visibility/contrast, we recommend a lighter color such as yellow, white, green, pink, or blue. Classic purple can be difficult to read in some ...
[66]
NVAP Reference Guide: Swine Identification - usda aphis
Tattoos on the ear or inner flank of any swine if the tattoos have been recorded in the book of record of a swine registry association. For slaughter swine ...
[67]
[PDF] A Guide to Identifying Swine for Interstate Movement - usda aphis
• Tattoos on the ear or inner flank of any swine, if the tattoos have been recorded in a swine registry association's book of record;. • An eartag or tattoo ...
[68]
Equine Microchipping - US Equestrian
All horses competing in USEF-licensed or -endorsed competitions must be microchipped with a 15-digit ISO compliant 11784/11785 chip.
[69]
Equine Microchips | School of Veterinary Medicine
Nov 29, 2022 · Microchips are small, safe, inexpensive forms of permanent identification. Microchips are valuable for reuniting owners with their animals.
[70]
Identification Lip Tattoos for Racing Horses - LiveAbout
Nov 4, 2019 · The identifying lip tattoo service began in 1947 by the Thoroughbred Racing Protective Bureau, and it was so effective that most states now ...
[71]
Freeze-Branding Techniques for Horse Owners | Mississippi State ...
Freeze-branding is a safe, economical, and simple method that can be used on horses of any age. This method seems to be painless and is legible, permanent, and ...Missing: flashlights | Show results with:flashlights
[72]
[PDF] Freeze Branding Of Horses - LSU AgCenter
Jan 1, 2025 · Freeze branding uses a super cold iron to destroy hair follicles, resulting in white hair outlining the brand. It is less painful than hot iron ...Missing: flashlights | Show results with:flashlights<|separator|>
[73]
Microchip Registry Lookup - AAHA
The AAHA Universal Pet Microchip Lookup Tool works by checking the databases of the Participating Pet Recovery Service registries to determine which has ...
[74]
ISO Compatible Microchips - Starwood Pet Travel
Jul 18, 2025 · This means that the microchip complies with the ISO 11784 and ISO 11785 standards, which are international standards for animal identification ...
[75]
Microchipping Your Cat | VCA Animal Hospitals
For cats, the standard site for microchip placement is under the skin between the shoulder blades. For correct placement, your cat should be either standing or ...
[76]
Microchipping FAQ - American Veterinary Medical Association
Microchips should really be implanted under supervision by a veterinarian. That's because veterinarians know where the microchips should be placed, how to place ...
[77]
Digital pet ID may make metal tags thing of the past
Jul 28, 2025 · Tags that once provided basic details about a pet and its owner now feature GPS and Bluetooth capabilities as well as QR codes linking users to ...
[78]
PetHub | Your Pet Connected
PetHub's original digital pet ID tags return lost pets in under 24-hours. Free accounts. Use AI, IoT, GPS, SMS, etc. to make Rover wag while walking.
[79]
https://pmc.ncbi.nlm.nih.gov/articles/PMC4494412/
[80]
Problems Associated with the Microchip Data of Stray Dogs and ...
May 13, 2015 · Reclaim rates were significantly (p ≤ 0.001) higher for animals with microchips than without—80% versus 37% for dogs (OR 7.0 (95% CI: 6.2 to 8.0)) ...
[81]
Animal identification and microchipping - AAHA
Creating an international integrated database that facilitates the identification of every microchipped pet; Promoting proper use of the technology by ...
[82]
How AI facial recognition is bringing lost pets home - AAHA
Jun 9, 2025 · Petco Love Lost's massive database and AI facial recognition technology is making it easier than ever for lost pets to reunite with their families.
[83]
[PDF] Recommended Methods of Rodent Identification
Rodent identification methods include ear notches, ear punches, ear tags, tattoos of the toes/feet or tail, and subcutaneous transponders. Toe-clipping is a ...
[84]
Mouse Identification | The Jackson Laboratory
Mouse identification methods include ear punches, ear tags, UID microchip implants, RapID ear tags, and tail tattoos. Ear punches and tags are for wean age or ...
[85]
Animal identification systems used for mice - The Jackson Laboratory
Temporary methods include ear/tail markers, fur dye, and shaved fur. Permanent methods include ear punching, ear tagging, tattooing, and microchip implantation.
[86]
PhenoTyper | Instrumented observation cage for rodents - Noldus
PhenoTyper is a customizable, adaptable cage for observing rodents, used for various tests, and integrates with EthoVision XT for tracking and data analysis.Add-ons · Applications · Benefits · ResourcesMissing: RFID toe accuracy
[87]
Three Pillars of Automated Home-Cage Phenotyping of Mice - NIH
Oct 30, 2020 · Some RFID based systems leverage this information to uniquely identify the animal when performing a specific task (e.g., occupying the running ...Missing: toe clips
[88]
CRISPR-Cas9 Knockin Mutant Models in Mice & MEFs
In this study, we quantitatively assessed the use of CRISPR to create cell models in mouse embryonic fibroblasts (MEFs) as compared to mouse models.
[89]
Cas12a-knock-in mice for multiplexed genome editing ... - Nature
Mar 20, 2025 · Primary fibroblast cultures were obtained by subjecting small pieces of mouse ear tissue ... Generating genetically modified mice using CRISPR/Cas ...
[90]
About Federal Bird Bands | U.S. Geological Survey - USGS.gov
Each type of band is made in many different sizes so that every bird has a suitable size band available for use by banders. To date, we have 25 standard size ...Missing: 1920 codes 0A- 12
[91]
Band Size - Bird Banding Laboratory
Band Size ; 0A, 1.98 mm, 5.5 mm ; 0, 2.11 mm, 5.5 mm ; 1C, 2.31 mm, 5.5 mm ; 1, 2.39 mm, 5.5 mm ...<|control11|><|separator|>
[92]
Banding Data Codes and Descriptions - Bird Banding Laboratory
Banding Data Codes and Descriptions. Banding data include all data fields and are not summarized. However, the file is complete only from 1960.Missing: aluminum leg standards 1920 color sizes 0A-
[93]
A review of electronic devices for tracking small and medium ...
Apr 29, 2024 · For birds, the maximum allowable weight of a device is 5% of a bird's body weight as stated in the Manual for Wildlife Radio Tracking [18].
[94]
Backpack satellite transmitters reduce survival but not nesting ... - PMC
Dec 18, 2023 · Transmitter weights <3% of body mass are commonly deployed, yet the implications of transmitter weights for behavior and demography of birds ...
[95]
Avian Tracking and Telemetry Equipment
May weigh up to 3% of species weight, carried in center line of bird's mass. Allows for stouter antenna for increased range and reduced breakage. Anterior ...
[96]
[PDF] TOE-CLIPPING OF AMPHIBIANS AND REPTILES
Feb 11, 2015 · Toe-clipping is used to individually mark amphibians and reptiles in research, and is considered a fast, reliable, and possibly the least ...Missing: short- term
[97]
[PDF] HC-35-Marking-Techniques-2nd-ed.pdf
No significant short-term effects of toe clipping on survival or growth were found in a study of Ambystoma opacum (Ott and Scott, 1999). No more than two ...
[98]
Standard methods for marking caudate amphibians do not impair ...
The overriding aim of the study was to systematically evaluate the short-term effects of handling versus toe clipping and VIE marking on newt behaviour. We ...Missing: healing | Show results with:healing
[99]
[PDF] efficacy and uses of pit tag telemetry in salamanders from
Additionally, PIT tags may be used for short-range telemetry, to find hidden animals, and to identify animals without capture, facilitating studies of.
[100]
[PDF] A PIT Tagging Technique for Ambystomatid Salamanders
We insert the needle to a point approximately medial between the next two costal grooves, slightly bend the needle, and push so that it gently pierces the body ...
[101]
Testing Assumptions in the Use of PIT Tags to Study Movement of ...
... research suggests that PIT tags remain a viable tool for studying the movement ecology of salamanders under global change. Publication details. Published ...
[102]
Testing Assumptions in the Use of PIT Tags to Study Movement of ...
Aug 9, 2022 · In this study, we provide tests of these critical assumptions and describe a new vertical PIT-tag telemetry tool and technique developed to ...
[103]
Evaluation of Tagging Methods for Unique Identification of ... - BioOne
Feb 15, 2022 · This study extends the size range of salamanders in tagging research for VIA and PIT tags. Our research lays the foundation for using these tag.
[104]
PIT Tag Information Systems (PTAGIS) – PSMFC
The PIT tag was developed as a research and management tool for monitoring the movement of juvenile and adult salmonids in the Columbia River Basin. Fish ...
[105]
Fish Tagging Program - NC DEQ
Depending on the species, fish are tagged with either internal anchor tags (Floy FM-95W, FM-84), nylon dart tags (Floy FIM-96), steel dart tags (Hallprint ...Missing: identification | Show results with:identification
[106]
[PDF] Modeling data from double-tagging experiments to estimate ...
Estimates of annual tag retention rates for lake trout were fairly high (80-90%), but we found evidence (among wild fish only) that retention rates may be ...
[107]
[PDF] An Age-Dependent Tag Return Model for Estimating Mortality and ...
Overall, they estimated an annual retention rate of 0.74 for both dart tag types; this rate was used in our model. To estimate retention of internal anchor tags ...Missing: identification | Show results with:identification
[108]
[PDF] PIT-Tag Effects on Hatchery Salmonids: Carson National Fish ...
Jun 7, 2011 · Coded-wire-tags (CWT) and passive integrated transponder (PIT) tags are used extensively throughout the Columbia River Basin to address a ...
[109]
and reduced‐size passive integrated transponder (PIT) tags for ...
At least 1–2 million hatchery‐reared and wild juvenile salmon are PIT‐tagged in ... migration behavior and survival. This study tested two important ...
[110]
[PDF] Tracking Large Marine Predators in Three Dimensions
The tag was attached via suction cup, and it carried a Wildlife Computers MK9 time–depth recorder, a radio transmitter, a Vemco V22P acoustic transmitter, and.<|separator|>
[111]
Toward a national animal telemetry network for aquatic observations ...
Feb 3, 2016 · The tags animals carry record data at rates that may exceed one measurement per second including location, depth, temperature, light, salinity, ...
[112]
Estimation of harp seal (Pagophilus groenlandicus) pup production ...
Also, recaptures from tagging experiments, using traditional flipper tags ... Report of the Joint ICES/NAFO Working Group on Harp and Hooded Seals. 15–21 ...
[113]
An Innovative Harmonic Radar to Track Flying Insects - NIH
Aug 19, 2019 · We developed an innovative harmonic radar, implementing the most advanced radar techniques, which covers a large field of view in elevation.
[114]
[PDF] Compact Lightweight Meander-Line Harmonic Tag for Application in ...
Jul 9, 2024 · Abstract—This paper presents a novel single layer compact harmonic transponder tag operating at 2.9 GHz in the forward.
[115]
(PDF) A Review of Marking Techniques for Crustacea and ...
Aug 6, 2025 · The marking techniques used were internal and external passive integrated transponder (PIT) tags, visible implant elastomer (VIE) tags, ...
[116]
Continued investigation of Jonah crabs on Schoodic Peninsula
Nov 22, 2021 · The marking process seemed straightforward: dry each crab, wipe away marine grime, paint a number on the left side of the face; and glue a dot ...
[117]
Using radio frequency identification and locomotor activity ... - NIH
Jun 11, 2021 · Circadian rhythmicity within the colony can be assayed using a micro-RFID setup (Microsensys GmbH), (Stelzer and Chittka, 2010). This is used to ...
[118]
Rapid, One-Step DNA Extraction for Insect Pest Identification by ...
Aug 8, 2025 · Rapid, One-Step DNA Extraction for Insect Pest Identification by Using DNA Barcodes ... Invasive, but nonlethal, wing clips from adults and tarsi ...
[119]
Counting animal species with DNA barcodes: Canadian insects
Sep 5, 2016 · This study represents a first step in this direction; it employs DNA barcoding to evaluate patterns of species richness in 27 orders of Canadian insects.Missing: clips | Show results with:clips
[120]
Animal Disease Traceability - usda aphis
Sep 12, 2025 · Animal disease traceability is knowing where diseased and at-risk animals are, where they have been, and when they were there.
[121]
9 CFR Part 86 -- Animal Disease Traceability - eCFR
The person applying the new visually and electronically readable eartag must record the date the eartag is applied to the animal and the official identification ...Missing: conventions | Show results with:conventions
[122]
National Livestock Identification System | Business Queensland
Feb 26, 2025 · The NLIS identifies and records lifetime movements of livestock using property identification codes (PICs) and requires devices when moving ...
[123]
National livestock identification system NLIS
The NLIS allows for traceability of livestock through a combination of permanent identifiers, movement documents and database records.
[124]
National Livestock Identification System (NLIS) - Integrity Systems
NLIS is Australia's system for identifying and tracking cattle, sheep, and goats, using eartags, property codes, and a central database.Property Identification Code · National Vendor Declaration · How NLIS Works
[125]
Government of India - PIB
Sep 12, 2022 · Digital identification of animals is being done through Pashu Aadhaar, which will help in expanding the market related to dairy products along ...<|separator|>
[126]
[PDF] National Digital Livestock Mission (NDLM) Traceability Details
NDLM has been conceptualized to form an integrated IT ecosystem for the livestock sector based on this unique Tag ID database. • This is one of the largest ...
[127]
[PDF] Annual Report - Department of animal husbandry and dairying
1.1. Animal husbandry and dairying are key contributors to the Indian economy. Livestock sector contributes 30.23% of agricultural GVA and.
[128]
ICAR – The Global Standard for Livestock Data
The ICAR Groups ; Animal Identification · Interbull · Milk Analysis · Measuring, Recording and Sampling Devices ; Animal Data Exchange · Artificial Insemination & ...
[129]
[PDF] Guidelines for Testing and Certification of Animal Identification ...
behalf of ISO, ICAR evaluates RFID devices through the RFID ... ISO 11784 and ISO 11785 cover four RFID device types used for animal identification:.
[130]
https://www.icar.org/Guidelines/10-Identification-Device-Certification.pdf
[131]
Animal Identification and Traceability System summarizes 2020
Dec 24, 2020 · The updated Animal Identification and Traceability System (AITS), which records information regarding large and small ruminants and their ...Missing: initiatives | Show results with:initiatives
[132]
The role of digital technologies in livestock traceability and trade
This policy brief provides an overview on the role of digital technologies in optimizing traceability in trade for animals and animal products.Missing: identification | Show results with:identification
[133]
Export Live Animals to European Union - usda aphis
USDA-accredited veterinarians can electronically issue health certificates and use VEHCS (Veterinary Export Health Certification System) to submit them to USDA ...Missing: bilateral agreement mutual EID
[134]
FIN-PRINT a fully-automated multi-stage deep-learning ... - Nature
Dec 6, 2021 · Training FIN-IDENTIFY on KWIDE11-17, resulted in an accuracy of 84.5%, next to a top-3 weighted and unweighted accuracy of 88.1%, as well as 92 ...
[135]
Revolutionizing marine mammal research with AI-powered photo ...
Aug 30, 2025 · Process whale identification requests in under 10 seconds; Maintain 97–99% accuracy in matching individuals; Support researchers globally with ...
[136]
HotSpotter—Patterned species instance recognition - Academia.edu
HotSpotter achieves 95% accuracy on Grevy's zebras and over 99% on plains zebras. The algorithm utilizes a one-vs-many scoring mechanism, improving speed and ...<|control11|><|separator|>
[137]
Origin and Persistence of Markings in a Long-Term Photo ... - Frontiers
May 4, 2021 · Photo-identification methods are commonly used to identify individual cetaceans using markings of natural or anthropogenic origin, and long ...<|control11|><|separator|>
[138]
Biological findings from a newly developed photo-identification ...
On the dorsal fin, lacerations, nicks and notches were the most commonly available attributes used for identification and matching. Cookiecutter shark bite ...
[139]
[PDF] RAPID: Real-time Animal Pattern re-Identification on edge Devices
Jul 10, 2025 · RAPID is an open-source algorithm for real-time animal re-identification on edge devices, predicting IDs with confidence scores, and achieving ...<|control11|><|separator|>
[140]
Using drones, AI and ducks to guide the future of wildlife conservation
Oct 22, 2025 · AI algorithms then analyze the photos, identifying individual birds and preventing double counts. The software can tell whether the birds ...Missing: real- | Show results with:real-
[141]
A collaborative and near-comprehensive North Pacific humpback ...
We present an ocean-basin-scale dataset that includes tail fluke photographic identification (photo-ID) and encounter data for most living individual humpback ...
[142]
[PDF] System for Elephant Ear-pattern Knowledge (SEEK) to identify ...
Field data collection Records of sighted animals are collected by taking detailed photographs aimed to capture the unique patterns of tears, nicks, holes, and ...Missing: anti- poaching projects 2020s
[143]
Insights into human evolution from 60 years of research on ... - PMC
In 1960, Jane Goodall established the first long-term field study of chimpanzees (Pan troglodytes) at what is now Gombe National Park, Tanzania, just over a ...Missing: facial | Show results with:facial
[144]
over 500000 images of butterflies and moths (Lepidoptera ... - Nature
Aug 6, 2025 · This dataset contains over 540.000 images of 185 butterfly and moth species that occur in Austria. Images were collected by citizen scientists ...Missing: photo impact
[145]
Take part in these citizen science projects in 2025!
Jan 1, 2025 · Simply download the iNaturalist app and upload any photos of wildlife you spot across the four days. City Nature Challenge UK. 7-8 June ...