Datasets:

prapaa
/

evals-eastrus-vl

image_filename stringlengths 7 10	out_of_domain bool 2 classes	notes stringclasses 4 values	clinical_note stringlengths 91 257	mucus_color stringclasses 3 values	swelling_severity stringclasses 3 values	redness_severity stringclasses 4 values	moisture_level stringclasses 3 values	mucus_viscosity stringclasses 3 values	tissue_turgidity stringclasses 3 values
cow.png	true	Front-facing cow in pasture, no vulval view	Out-of-domain: image shows a front-facing cow in a field with no posterior or vulval view; no reproductive assessment possible.	null	null	null	null	null	null
car.png	true	Car image, not a cattle vulval image	Out-of-domain: image is a classic car in a forest setting; not an animal or veterinary image.	null	null	null	null	null	null
dog.jpeg	true	Dog portrait, not a cattle vulval image	Out-of-domain: image is a domestic dog; species mismatch, no cattle vulval anatomy present.	null	null	null	null	null	null
cow1.png	false		Tissue shows mild vulval lip edema with distinctly pink-red mucosal coloring; moist surface without mucus discharge. Thin strand at ventral commissure appears to be hay/hair not mucus. Consistent with early proestrus or late metestrus.	none	mild	moderate	moist	none	normal
cow2.jpeg	false		Pale pink mucosal tissue with mild lip edema exposed by manual parting; no mucus discharge or active hyperemia. Baseline reproductive state consistent with diestrus.	none	mild	mild	moist	none	normal
cow3.jpeg	false		Mucosal tissue pale pink and slightly moist on manual opening; mild labial swelling only. No mucus or vascular changes suggesting estrus onset. Diestrus baseline.	none	mild	mild	moist	none	normal
cow4.jpeg	false		Active estrus presentation during gloved rectal/vaginal exam; turgid glistening tissue with moderate edema and hyperemia throughout. Cloudy thick mucus visible on glove and at commissure, consistent with peak standing heat or early post-standing heat phase.	cloudy	moderate	moderate	glistening	thick	turgid
cow5.jpeg	false		Pale pink mucosal tissue with normal tone and mild dampness; no visible discharge. Dark-skinned vulval exterior. Baseline presentation consistent with diestrus.	none	mild	mild	moist	none	normal
cow6.jpeg	false		Small vulva with mild pale pink coloring and normal moisture; no labial swelling or mucus visible. Quiescent reproductive tract, likely mid-diestrus or young animal.	none	none	mild	moist	none	normal
cow7.jpeg	false		Low-light examination with gloved hand; tissue pink and moist with mild lip edema. No mucus discharge visible. Baseline presentation, no active estrus signs.	none	mild	mild	moist	none	normal
cow8.jpeg	false		Clear watery mucus strand clearly visible dripping from ventral commissure; turgid glistening tissue with moderate edema and salmon-pink hyperemia. Strong estrus indicators consistent with standing heat or immediate pre-standing heat.	clear	moderate	moderate	glistening	watery	turgid
cow9.jpeg	false		Pronounced deep salmon-red hyperemia with turgid engorged tissue; glistening wet surface and clear watery mucus present. Strongest estrus presentation in the set — consistent with peak standing heat and high reproductive readiness.	clear	moderate	prominent	glistening	watery	turgid
cow10.jpeg	false		Mildly pink mucosal tissue with slight lip edema; moist but not glistening. No mucus or turgidity changes. Consistent with baseline diestrus.	none	mild	mild	moist	none	normal
cow11.jpeg	false		Pale pink tissue with mild swelling and dampness; tissue tone normal. No mucus or significant vascular response. Diestrus baseline.	none	mild	mild	moist	none	normal
cow12.jpeg	false		Tissue appears glistening/wet at ventral commissure with mild lip edema and pale pink coloring; no definitive mucus strands. Increased moisture beyond normal dampness could indicate early proestrus onset.	none	mild	mild	glistening	none	normal
cow13.jpeg	false		Salmon-pink mucosal hyperemia visible with mild labial edema on manual parting; moist without discharge. Moderate redness suggests early hormonal vascular response, possibly proestrus.	none	mild	moderate	moist	none	normal
cow14.png	false		Closed vulva viewed from behind without manual opening; no labial swelling, edema, or discharge visible. Flaccid dry external tissue consistent with deep diestrus or anestrus.	none	none	none	dry	none	flaccid
cow15.jpeg	false		Wrinkled vulval skin with mild lip edema; mucosal tissue shows distinctly pink-red coloring on opening. Moist without mucus. Moderate hyperemia may indicate early proestrus transition.	none	mild	moderate	moist	none	normal
cow16.jpeg	false		Small pale pink mucosal tissue with mild swelling exposed by two-hand parting; moist surface. No mucus or notable hyperemia. Baseline reproductive state.	none	mild	mild	moist	none	normal
cow17.jpeg	false		Spotted pigmentation with exposed pink-red tissue; moderate mucosal hyperemia with mild lip edema. Moist surface with well-exposed tissue view. Vascular changes suggest possible early proestrus.	none	mild	moderate	moist	none	normal
cow18.jpeg	false		Pale pink mucosal tissue with mild labial swelling; slightly moist. Normal tone, no mucus. Consistent with diestrus baseline.	none	mild	mild	moist	none	normal
cow19.jpeg	false		Small vulval opening with mild pale pink coloring; no labial swelling or mucus visible. Minimal reproductive activity, likely early diestrus or younger animal.	none	none	mild	moist	none	normal
cow20.jpeg	false		Pale pink tissue mildly moist with slight lip edema on manual opening; no mucus or hyperemia. Baseline vulval presentation consistent with diestrus.	none	mild	mild	moist	none	normal
cow21.jpeg	false		Moderate pink-red mucosal coloring visible with mild swelling; moist tissue with some sheen. Early vascular response may indicate approaching proestrus.	none	mild	moderate	moist	none	normal
cow22.jpeg	false		Mildly pink tissue with slight edema; blurry image quality but no obvious mucus or significant hyperemia present. Baseline reproductive presentation.	none	mild	mild	moist	none	normal
cow23.jpeg	false		Glistening mucosal tissue with moderate pink-red hyperemia and mild labial edema. Increased moisture and vascular response suggest proestrus with rising estrogen levels. No mucus discharge yet.	none	mild	moderate	glistening	none	normal
cow24.jpeg	false		Blurry image showing pale pink moist tissue with mild swelling; no mucus or notable hyperemia visible. Baseline diestrus presentation.	none	mild	mild	moist	none	normal
cow25.jpeg	false		Distinctly pink-red mucosal tissue with mild labial edema inside shed environment; moist without mucus. Moderate hyperemia indicates early hormonal vascular activity.	none	mild	moderate	moist	none	normal
cow26.jpeg	false		Pale pink tissue with mild swelling and dampness from same animal/session as cow25; no mucus or active hyperemia. Baseline diestrus presentation.	none	mild	mild	moist	none	normal
cow27.jpeg	false		Small vulval opening with pale pink tissue; no labial swelling or mucus. Thin strand at ventral commissure is hair not mucus. Minimal reproductive activity consistent with diestrus.	none	none	mild	moist	none	normal
cow28.jpeg	false		Full vulval lips with moderate edema, glistening pink tissue, and turgid tone. Moderate hyperemia and moisture indicate estrus-related hormonal stimulation; likely late proestrus or early standing heat.	none	moderate	moderate	glistening	none	turgid
cow29.jpeg	false		Moderate pink-red hyperemia with mild labial edema and increased tissue turgidity. Rising estrogen tone evident; consistent with mid-proestrus. No mucus discharge yet.	none	mild	moderate	moist	none	turgid
cow30.jpeg	false		Tissue folds suggest increased turgidity with moderate hyperemia and mild swelling. Rising vascular activity without mucus discharge indicates proestrus transition.	none	mild	moderate	moist	none	turgid
cow31.jpeg	false		Large exposed vulval tissue showing moderate edema and marked pink-red hyperemia with glistening wet surface. Turgid tissue indicates estrogen-driven engorgement. Likely early standing heat.	none	moderate	moderate	glistening	none	turgid
cow32.jpeg	false		Glistening wet tissue with moderate swelling and pink-red hyperemia; turgid tissue tone visible. Active estrus-related vascular and edematous changes consistent with standing heat.	none	moderate	moderate	glistening	none	turgid
cow33.jpeg	false		Salmon-pink tissue with moderate edema, glistening surface, and turgid tone. Estrogen-mediated vulval changes consistent with standing heat phase. Blurry image but signs are clear.	none	moderate	moderate	glistening	none	turgid
cow34.jpeg	false		Mild labial edema with distinctly pink mucosal coloring and glistening-to-moist surface. Early vascular response, may be transitioning from diestrus to proestrus.	none	mild	moderate	moist	none	normal
cow35.jpeg	false		Pale pink tissue with mild swelling and normal moisture. No notable hyperemia or mucus. Consistent with diestrus or early baseline reproductive state.	none	mild	mild	moist	none	normal
cow36.jpeg	false		Small opening with pale pink tissue; no swelling or mucus visible. Limited view. Minimal reproductive activity consistent with diestrus.	none	none	mild	moist	none	normal
cow37.jpeg	false		Moderate pink-red mucosal hyperemia with mild labial edema; moist tissue with visible mucosal folds. Vascular activity suggests early proestrus hormonal changes.	none	mild	moderate	moist	none	normal
cow38.jpeg	false		Pink-red tissue with mild swelling and visible mucosal folds; moist without mucus discharge. Moderate hyperemia indicates early proestrus vascular changes.	none	mild	moderate	moist	none	normal
cow39.jpeg	false		Pale pink slightly moist tissue with mild labial edema. Normal tone, no mucus. Baseline diestrus presentation.	none	mild	mild	moist	none	normal
cow40.jpeg	false		Pale pink mucosal tissue with mild swelling; moist surface, no mucus visible. Consistent with diestrus baseline reproductive state.	none	mild	mild	moist	none	normal

evals-eastrus-vl

Independent evaluation dataset for the EstrusVision cattle estrus detection model. Contains ground-truth labels for measuring deployment readiness.

43 total samples (40 in-domain cattle vulval images, 3 out-of-domain)
Embedded image column (no external file dependencies)
Six symptom ground-truth labels per in-domain sample
out_of_domain flag for rejection testing
notes field with clinical observations

Label distribution (in-domain only)

mucus_color: {'clear': 2, 'cloudy': 1, 'none': 37}
swelling_severity: {'mild': 28, 'moderate': 7, 'none': 5}
redness_severity: {'mild': 20, 'moderate': 18, 'none': 1, 'prominent': 1}
moisture_level: {'dry': 1, 'glistening': 9, 'moist': 30}
mucus_viscosity: {'none': 37, 'thick': 1, 'watery': 2}
tissue_turgidity: {'flaccid': 1, 'normal': 30, 'turgid': 9}

Columns

Column	Type	Description
`image`	Image	Embedded image bytes
`image_filename`	string	Original filename
`out_of_domain`	bool	True for non-vulval images (cow front view, car, dog)
`notes`	string	Short notes (OOD image description)
`clinical_note`	string	Clinical reasoning for symptom labelling
`mucus_color`	string	none, clear, cloudy (null if OOD)
`swelling_severity`	string	none, mild, moderate, prominent (null if OOD)
`redness_severity`	string	none, mild, moderate, prominent (null if OOD)
`moisture_level`	string	dry, moist, glistening (null if OOD)
`mucus_viscosity`	string	none, thick, watery (null if OOD)
`tissue_turgidity`	string	flaccid, normal, turgid (null if OOD)

Usage

from datasets import load_dataset

ds = load_dataset("prapaa/evals-eastrus-vl", split="test")

# Filter to in-domain samples only
domain = ds.filter(lambda x: not x["out_of_domain"])
print(f"{len(domain)} in-domain eval samples")

Evaluate with EstrusVision

python scripts/evaluate.py --backend gguf --labels-file eval/labels_eval.jsonl

Notes

These images were not part of the training set
Out-of-domain samples test the model's ability to reject irrelevant inputs
License: other — confirm image-data licensing before redistribution

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Number of rows:

Total file size:

13.8 MB

evals-eastrus-vl

Contents

Label distribution (in-domain only)

Columns

Usage

Evaluate with EstrusVision

Notes