Model Doctor
Inspect model behaviour before you trust a headline rank.
Jump into a base model, then switch between its runnable variants to understand where it wins, where it slips, and whether behaviour is driven by configuration, MIL recipe, checkpoint strategy, or scale.
Base models
One entry per base model. Each link opens the best observed runnable variant, while the detail page keeps every sibling config available.
BiomedCLIP
best variant #634 configs10x · input 448 · patch 224 · mean-pooling
mean 54.78top-1 1161/161
CONCH
best variant #234 configs10x · input 448 · patch 224 · abmil
mean 34.06top-1 3161/161
CONCH v1.5
best variant #104 configs10x · input 1024 · patch 512 · mean-pooling
mean 31.99top-1 12161/161
CTransPath
best variant #462 configs20x · input 224 · patch 224 · abmil
mean 48.00top-1 3161/161
DaX
best variant #14 configs10x · input 1024 · patch 512 · mean-pooling
mean 24.57top-1 8161/161
DINO ViT-B
best variant #624 configs10x · input 448 · patch 224 · mean-pooling
mean 53.89top-1 0161/161
DINOv2 ViT-B
best variant #664 configs10x · input 448 · patch 224 · mean-pooling
mean 55.30top-1 1161/161
DINOv3 ViT-B
best variant #554 configs10x · input 448 · patch 224 · mean-pooling
mean 50.73top-1 1161/161
DINOv3 ViT-L
best variant #528 configs20x · input 1024 · patch 1024 · mean-pooling
mean 51.15top-1 3161/161
EXAONE Path 2.5
best variant #202 configs20x · input 224 · patch 224 · mean-pooling
mean 33.43top-1 2161/161
GPFM
best variant #242 configs20x · input 224 · patch 224 · abmil
mean 35.32top-1 3161/161
H-Optimus-0
best variant #172 configs20x · input 224 · patch 224 · mean-pooling
mean 30.25top-1 2161/161
H-Optimus-1
best variant #22 configs20x · input 224 · patch 224 · mean-pooling
mean 24.14top-1 1161/161
Hibou-B
best variant #282 configs20x · input 224 · patch 224 · mean-pooling
mean 37.33top-1 1161/161
Hibou-L
best variant #262 configs20x · input 224 · patch 224 · mean-pooling
mean 34.12top-1 3161/161
Kaiko ViT-B/16
best variant #472 configs20x · input 224 · patch 224 · mean-pooling
mean 46.07top-1 1161/161
Kaiko ViT-B/8
best variant #442 configs20x · input 224 · patch 224 · mean-pooling
mean 45.38top-1 0161/161
Kaiko ViT-L/14
best variant #452 configs20x · input 224 · patch 224 · mean-pooling
mean 47.84top-1 1161/161
Kaiko ViT-S/16
best variant #592 configs20x · input 224 · patch 224 · mean-pooling
mean 54.08top-1 1161/161
Kaiko ViT-S/8
best variant #582 configs20x · input 224 · patch 224 · mean-pooling
mean 51.70top-1 0161/161
Lunit ViT-S
best variant #492 configs20x · input 224 · patch 224 · mean-pooling
mean 47.65top-1 2161/161
mSTAR
best variant #192 configs20x · input 224 · patch 224 · mean-pooling
mean 31.21top-1 2161/161
MUSK
best variant #224 configs10x · input 768 · patch 384 · mean-pooling
mean 33.27top-1 3161/161
OmiCLIP
best variant #904 configs10x · input 448 · patch 224 · abmil
mean 71.39top-1 2161/161
Phikon
best variant #422 configs20x · input 224 · patch 224 · mean-pooling
mean 45.18top-1 0161/161
Phikon-v2
best variant #362 configs20x · input 224 · patch 224 · abmil
mean 40.07top-1 0161/161
PLIP
best variant #564 configs10x · input 448 · patch 224 · abmil
mean 54.06top-1 0161/161
Prov-GigaPath
best variant #122 configs20x · input 224 · patch 224 · abmil
mean 28.73top-1 3161/161
ResNet-50
best variant #844 configs20x · input 224 · patch 224 · abmil
mean 66.50top-1 0161/161
UNI
best variant #212 configs20x · input 224 · patch 224 · mean-pooling
mean 31.99top-1 1161/161
UNI2
best variant #82 configs20x · input 224 · patch 224 · mean-pooling
mean 26.81top-1 3161/161
Virchow
best variant #382 configs20x · input 224 · patch 224 · mean-pooling
mean 38.58top-1 1161/161
Virchow2
best variant #62 configs20x · input 224 · patch 224 · mean-pooling
mean 26.04top-1 3161/161
coverage note: not all models cover all tasks. Pages gracefully show whatever is available and call out gaps rather than assume full coverage.
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