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ResearchFormerly WizWand

Whole Slide Image Retrieval on CAMELYON16

0.74Macro F1 ScoreKimiaNet
0.49040.55520.620.6848Nov 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
KimiaNetPre-training Domain=Histopathology, Architecture Category=CNN, MV@k=32023.110.74
PathDino-512Pre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=3, Input Resolution=5122023.110.73
PLIPPre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=32023.110.72
PathDino-224Pre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=3, Input Resolution=2242023.110.69
MoCoV2-ResNet50Pre-training Domain=Histopathology, Architecture Category=CNN, MV@k=32023.110.65
DinoV1-ViT-b16Pre-training Domain=Natural, Architecture Category=Transformer, MV@k=32023.110.64
Barlow-Twins-ResNet50Pre-training Domain=Histopathology, Architecture Category=CNN, MV@k=32023.110.64
MuDiPath-DenseNet-101Pre-training Domain=Histopathology, Architecture Category=CNN, MV@k=32023.110.64
iBOT-PathPre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=32023.110.64
ConvNext-b-224Pre-training Domain=Natural, Architecture Category=CNN, MV@k=3, Input Resolution=2242023.110.63
DenseNet121Pre-training Domain=Natural, Architecture Category=CNN, MV@k=32023.110.62
MuDiPath-ResNet50Pre-training Domain=Histopathology, Architecture Category=CNN, MV@k=32023.110.62
ViT-b16-224Pre-training Domain=Natural, Architecture Category=Transformer, MV@k=3, Input Resolution=2242023.110.61
BiomedCLIPPre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=32023.110.61
ConvNext-xlargePre-training Domain=Natural, Architecture Category=CNN, MV@k=32023.110.6
DinoV1-ViT-s16Pre-training Domain=Natural, Architecture Category=Transformer, MV@k=32023.110.6
DinoSSLPathology-8Pre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=32023.110.59
CLIP - ViT-B/16Pre-training Domain=Natural, Architecture Category=Transformer, MV@k=32023.110.58
EfficientNet-b5Pre-training Domain=Natural, Architecture Category=CNN, MV@k=32023.110.56
HIPT-ViT-s16Pre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=32023.110.56
ResNet50Pre-training Domain=Natural, Architecture Category=CNN, MV@k=32023.110.52
EfficientNet-b3-288Pre-training Domain=Natural, Architecture Category=CNN, MV@k=3, Input Resolution=2882023.110.52
DinoV2-ViT-b14Pre-training Domain=Natural, Architecture Category=Transformer, MV@k=32023.110.5