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WSI-level retrieval on Private-Skin (Internal)

81MV@3 AccuracyKimiaNet
73.7275.6177.579.39Nov 14, 2023

Evaluation results

MethodLinks
KimiaNetPre-training domain=Histopathology, Architecture type=CNN-based2023.1181
iBOT-PathPre-training domain=Histopathology, Architecture type=Transformer2023.1180
DinoSSLPathology-8Pre-training domain=Histopathology, Architecture type=Transformer2023.1180
PathDino-224Pre-training domain=Histopathology, Architecture type=Transformer, Resolution=2242023.1180
PathDino-512Pre-training domain=Histopathology, Architecture type=Transformer, Resolution=5122023.1180
ConvNext-xlargePre-training domain=Natural, Architecture type=CNN-based2023.1179
CLIP-ViT-B/16Pre-training domain=Natural, Architecture type=Transformer2023.1179
PLIPPre-training domain=Histopathology, Architecture type=Transformer2023.1179
ConvNext-b-224Pre-training domain=Natural, Architecture type=CNN-based, Resolution=2242023.1178
MoCoV2-ResNet50Pre-training domain=Histopathology, Architecture type=CNN-based2023.1178
MuDiPath-ResNet50Pre-training domain=Histopathology, Architecture type=CNN-based2023.1178
BiomedCLIPPre-training domain=Histopathology, Architecture type=Transformer2023.1178
DinoV1-ViT-s16Pre-training domain=Natural, Architecture type=Transformer2023.1177
DinoV1-ViT-b16Pre-training domain=Natural, Architecture type=Transformer2023.1177
DinoV2-ViT-b14Pre-training domain=Natural, Architecture type=Transformer2023.1177
Barlow-Twins-ResNet50Pre-training domain=Histopathology, Architecture type=CNN-based2023.1177
MuDiPath-DenseNet-101Pre-training domain=Histopathology, Architecture type=CNN-based2023.1177
ResNet50Pre-training domain=Natural, Architecture type=CNN-based2023.1176
EfficientNet-b3-288Pre-training domain=Natural, Architecture type=CNN-based, Resolution=2882023.1176
ViT-b16-224Pre-training domain=Natural, Architecture type=Transformer, Resolution=2242023.1176
HIPT-ViT-s16Pre-training domain=Histopathology, Architecture type=Transformer2023.1176
EfficientNet-b5Pre-training domain=Natural, Architecture type=CNN-based2023.1175
DenseNet121Pre-training domain=Natural, Architecture type=CNN-based2023.1174