48-sample research demonstration. Human-reviewed samples: 4. AI technical reviews: 48. Clinical-use approval: not established.
Dataset labels and reviewer identities are self-reported. AI technical reviews are not veterinary approvals. No independent clinical cohort or reviewed lesion-mask ground truth is established.
Inference run: 2026-10-16T10:42:44.879002+00:00. Evidence SHA-256: 79d05584117cf7e5c571b5d29026c693d18d882ac44cbbd3b084456eeed70da0.
| Sample | Inherited label | Model output | AI technical review | Recorded reviewer decision |
|---|---|---|---|---|
7d8356de2109987328ec![]() | cattle | Cattle (Healthy) Unassessable - clinical review needed | Recumbent black-and-white cow; selected crop omits part of the extended limb. The mask fills much of the visible animal rather than isolating a visible lesion. | {"detector":"accept","classifier":"accept","segmenter":"accept"} No concerns Dr. Thusitha Karunarathne Lecturer |
643b886b672ead2755d0![]() | cattle | Cattle (Healthy) Unassessable - clinical review needed | Standing black-and-white cow in a yard. The crop contains the animal, while the mask follows broad body, neck and leg regions; no lesion-specific reference is available. | {"detector":"accept","classifier":"accept","segmenter":"accept"} No concerns Dr. Thusitha Karunarathne Lecturer |
d06060ef9def9934d0d7![]() | cattle | Cattle (Healthy) Unassessable - clinical review needed | Standing cow beside a railing in a low-detail image. The mask covers large coat patches and adjacent animal portions rather than distinct lesion candidates. | {"detector":"accept","classifier":"accept","segmenter":"accept"} No concerns Dr. Thusitha Karunarathne Lecturer |
718e29df66b26f0e196f![]() | cattle | Cattle (Healthy) Unassessable - clinical review needed | Standing light-coloured bovine in a watermarked photograph. The mask largely follows the full body silhouette; a cattle label does not verify health. | {"detector":"accept","classifier":"accept","segmenter":"accept"} No concerns Dr. Thusitha Karunarathne Lecturer |
c9b9fdc4bd7208d5ca3b![]() | cattle | Mastitis Severe visual burden (provisional) | Close-up of an udder with a stock watermark. ViT predicts mastitis although the inherited label is cattle. The mask fills the udder; appearance alone does not resolve the label conflict. | "Pending" |
002a2e8ea865415e20d3![]() | cattle | Cattle (Healthy) Unassessable - clinical review needed | Distant bovine photographed at night. The selected crop is low-detail and the mask follows its silhouette; high classifier confidence does not recover missing clinical detail. | "Pending" |
8062c92e38280e967519![]() | cattle | Cattle (Healthy) Unassessable - clinical review needed | Recumbent bovine in a yard. The mask covers broad torso and limb areas; the image does not supply a clinical examination or lesion boundaries. | "Pending" |
d4c807d9ed4bd2193ba6![]() | cattle | Cattle (Healthy) Unassessable - clinical review needed | Blurred standing bovine. Broad body and leg regions are marked, with some anatomy omitted; visible detail is insufficient to verify health or lesion extent. | "Pending" |
802bf1054c9feb862c49![]() | cattle | Not assessed Not assessed | Close-up frontal bovine face at water. YOLO returns no region, so classification and segmentation were skipped. This is a retained pipeline failure, not a negative disease result. | "Pending" |
bc368dc342fe13bd1e5f![]() | cattle | Cattle (Healthy) Unassessable - clinical review needed | Several cattle are lined up in a group. The selected crop contains overlapping animals; the mask includes broad portions of more than one animal, complicating attribution. | "Pending" |
9aa920de04db4bb3958d![]() | cattle | Cattle (Healthy) Unassessable - clinical review needed | Standing cow by a railing, visually similar to other control images in this pack. The broad body mask is not a verified lesion mask; animal independence is unknown. | "Pending" |
80be9ee74ca59f4cb8ee![]() | cattle | Cattle (Healthy) Unassessable - clinical review needed | Standing dark cow with a foreground post. The mask follows the body silhouette and legs; a whole-body photo cannot establish clinical health. | "Pending" |
53b18e42dbb0dfa238c3![]() | foot_and_mouth | Foot and Mouth Disease Severe visual burden (provisional) | Rotated close-up of a bovine head with black image borders. The FMD prediction matches the inherited label, but no clear diagnostic vesicle boundary is established; the mask covers much of the head. | "Pending" |
64b62d180990122fc47f![]() | foot_and_mouth | Foot and Mouth Disease Severe visual burden (provisional) | Frontal head close-up. The broad face and ears are masked rather than a specific lesion. The image does not include a detailed intraoral or foot examination. | "Pending" |
fff906e758c4207d7f63![]() | foot_and_mouth | Foot and Mouth Disease Severe visual burden (provisional) | Rotated head photograph. The mask extends over the face and ears and some surrounding regions; a classifier label alone cannot confirm FMD. | "Pending" |
ca47b9b4168d1c1913e2![]() | foot_and_mouth | Foot and Mouth Disease Severe visual burden (provisional) | Rotated brown bovine head. The mask follows the face and ear; no reliable lesion contour can be verified from this displayed view. | "Pending" |
d6f1b7716c77187d0c11![]() | foot_and_mouth | Foot and Mouth Disease Severe visual burden (provisional) | Rotated restrained bovine head. Broad face regions and part of the restraint area are highlighted; mask area is not measured vesicle extent. | "Pending" |
6ce77c6c76578a060543![]() | foot_and_mouth | Foot and Mouth Disease Moderate visual burden (provisional) | Frontal muzzle close-up. The mask fills most of the muzzle, without separating a specific visible lesion candidate from ordinary anatomy. | "Pending" |
6ac3e519d6908408a8fb![]() | foot_and_mouth | Foot and Mouth Disease Moderate visual burden (provisional) | Strongly rotated, letterboxed whole-animal photograph. Black padding dominates the frame and the mask outlines the animal; this is poor evidence for an FMD lesion-area grade. | "Pending" |
ffce0c75cdbaf718283c![]() | foot_and_mouth | Foot and Mouth Disease Severe visual burden (provisional) | A rotated whole-animal view appears visually related to sample 19. The mask follows the body; possible image reuse should be reviewed before claiming independent cases. | "Pending" |
1327683dd00b4f4cf00f![]() | foot_and_mouth | Foot and Mouth Disease Severe visual burden (provisional) | Rotated head-and-muzzle view. The mask covers large facial regions and ears rather than individually established vesicles. | "Pending" |
e96203409cc7ca86dc86![]() | foot_and_mouth | Foot and Mouth Disease Severe visual burden (provisional) | Rotated close-up of a dark bovine face. The mask extends across most of the head; source-label agreement is not independent confirmation. | "Pending" |
f6894c2302eddcc560df![]() | foot_and_mouth | Foot and Mouth Disease Severe visual burden (provisional) | Frontal muzzle view appears visually related to sample 18. The mask covers broad muzzle anatomy, and the photograph does not establish infection. | "Pending" |
88c8e08ada7386c00c94![]() | foot_and_mouth | Foot and Mouth Disease Severe visual burden (provisional) | Rotated close-up head portrait appears visually related to sample 13. The mask covers the face and head; apparent source-image reuse limits independence claims. | "Pending" |
3cae3a480002e96dee7d![]() | lumpy_skin | Lumpy Skin Disease Severe visual burden (provisional) | A collage of cattle images; the detector selects one animal with conspicuous irregular skin texture. The LSD label is visually plausible as a research hypothesis, but the mask fills most of the animal. | "Pending" |
3adc68aa32b01d8125a0![]() | lumpy_skin | Lumpy Skin Disease Moderate visual burden (provisional) | Watermarked standing brown bovine with people nearby. The mask largely follows torso and legs; lesion-specific coverage cannot be verified from that silhouette. | "Pending" |
abc82742f54a618926d3![]() | lumpy_skin | Lumpy Skin Disease Severe visual burden (provisional) | A differential-diagnosis slide contains separate LSD and PLSD panels. The selected crop is the right-hand panel under PLSD, creating a source-label concern for the LSD prediction. | "Pending" |
084a16d375c7def150cd![]() | lumpy_skin | Cattle (Healthy) Unassessable - clinical review needed | A lower limb/hoof region has an obvious focal wound-like area. ViT predicts cattle/healthy despite an inherited LSD label. The mask covers broad leg regions rather than isolating the focal abnormality. | "Pending" |
b55856490a64a22cf08c![]() | lumpy_skin | Lumpy Skin Disease Severe visual burden (provisional) | Stock photograph of a brown animal with multiple visible skin bumps. The prediction is compatible with the image label, but the mask paints most of the torso rather than separate bumps. | "Pending" |
0d7ae26f299cd55eed53![]() | lumpy_skin | Lumpy Skin Disease Severe visual burden (provisional) | Dark bovine in vegetation with scattered visible skin irregularities. The mask follows nearly the whole animal; systemic illness and lesion-specific boundaries remain unassessed. | "Pending" |
4f29459b1c003375d27f![]() | lumpy_skin | Lumpy Skin Disease Severe visual burden (provisional) | Close-up of the neck/dewlap and adjacent skin. The mask fills broad skin surfaces; local texture alone does not confirm the cause or whole-animal severity. | "Pending" |
d0df514912d9c833b90b![]() | lumpy_skin | Lumpy Skin Disease Severe visual burden (provisional) | Watermarked whole-animal photograph with visible skin irregularities. The mask follows the body and legs; background framing influences the reported area fraction. | "Pending" |
95b26775c3d6e3a2c9cb![]() | lumpy_skin | Lumpy Skin Disease Severe visual burden (provisional) | Low-detail black-and-white image with extensive irregular skin texture. The mask covers broad torso regions instead of individual lesion candidates. | "Pending" |
91f5eaa5bf4f1c28092e![]() | lumpy_skin | Lumpy Skin Disease Severe visual burden (provisional) | Highly processed black-and-white whole-animal image. The crop and mask are affected by strong texture/contrast; this limits interpretation of disease-specific lesion coverage. | "Pending" |
b89039238c847e420e9b![]() | lumpy_skin | Cattle (Healthy) Unassessable - clinical review needed | A black-and-white cow with people nearby is labelled LSD in the dataset, while ViT predicts cattle/healthy. No clear nodules are established in this view; the disagreement requires reference-label review. | "Pending" |
df8d20356f8ac57922b4![]() | lumpy_skin | Lumpy Skin Disease Severe visual burden (provisional) | Strongly processed close-up with extensive mottled texture. The mask covers most of the crop; its very large area is not independently verified lesion involvement. | "Pending" |
88e021998f26c48407ab![]() | mastitis | Mastitis Unassessable - clinical review needed | Udder/teat region with a conspicuous dark discoloured patch. The crop localizes that region, but low classifier confidence and a broad mask limit disease and extent interpretation. | "Pending" |
b466a8ad57c240470eb8![]() | mastitis | Mastitis Severe visual burden (provisional) | Close-up of a teat tip with red and yellow discolouration. The mask covers the teat and adjacent skin rather than a narrow visible abnormality; clinical cause is unverified. | "Pending" |
4b99e6b9b5e2378125a4![]() | mastitis | Mastitis Severe visual burden (provisional) | A focal dark mark is visible at a teat tip held in a gloved hand. The mask covers much of the teat and extends beyond the focal mark; clinical mastitis cannot be confirmed from this alone. | "Pending" |
124be90f32e2c5f7b545![]() | mastitis | Mastitis Moderate visual burden (provisional) | A teat is held in gloved fingers without a clearly bounded focal lesion visible at this scale. The mask broadly covers teat anatomy; source mastitis label remains unverified. | "Pending" |
db63d61f2e94c67dd46d![]() | mastitis | Mastitis Severe visual burden (provisional) | Close-up of a teat opening with green material or colouring. The mask fills almost the entire skin surface; the material and its clinical significance cannot be determined from the image. | "Pending" |
cf344e8b1a0392187b88![]() | mastitis | Mastitis Severe visual burden (provisional) | Watermarked image of a full udder. YOLO uses a cattle label while ViT predicts mastitis; the mask covers the udder broadly. No milk or systemic findings are supplied. | "Pending" |
da857a60bfcb390842ae![]() | mastitis | Mastitis Severe visual burden (provisional) | A dark cylindrical close-up has an uncertain anatomical/collection context. The model and inherited label say mastitis, but the image does not establish milk findings or a verifiable lesion boundary. | "Pending" |
af05dcfc1b44d2654d59![]() | mastitis | Mastitis Severe visual burden (provisional) | Watermarked udder close-up with visible colour variation. The mask covers most of the udder; a general udder outline is not validated inflammation or mastitis extent. | "Pending" |
84695714fc5668f2ed45![]() | mastitis | Mastitis Severe visual burden (provisional) | Teat/udder skin shows local colour change near its base. The mask covers broad teat and surrounding skin regions rather than isolating a bounded abnormality. | "Pending" |
4b18ffd827b0f5e90c6d![]() | mastitis | Mastitis Severe visual burden (provisional) | Close-up of a teat tip with a small dark focal mark. The mask fills most of the teat, far beyond the visible mark; coverage should not be treated as clinical severity. | "Pending" |
ea727fa100c75e13e453![]() | mastitis | Lumpy Skin Disease Unassessable - clinical review needed | Large visibly discoloured and wound-like tissue region. ViT weakly predicts LSD rather than the inherited mastitis label; neither diagnosis is confirmed and the broad mask lacks a reviewed reference. | "Pending" |
12da41e17baab2402e47![]() | mastitis | Not assessed Not assessed | Dark close-up with a teat/cup-like context is not localized by YOLO. Classification and segmentation were skipped, so no downstream output can be reviewed or accepted. | "Pending" |