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WSI-level retrieval on Private-Liver (Internal)

86MV@3 AccuracyPathDino-512
66.2471.3776.581.63Nov 14, 2023

Evaluation results

MethodLinks
PathDino-512Pre-training domain=Histopathology, Architecture type=Transformer, Resolution=5122023.1186
MoCoV2-ResNet50Pre-training domain=Histopathology, Architecture type=CNN-based2023.1183
iBOT-PathPre-training domain=Histopathology, Architecture type=Transformer2023.1183
KimiaNetPre-training domain=Histopathology, Architecture type=CNN-based2023.1180
Barlow-Twins-ResNet50Pre-training domain=Histopathology, Architecture type=CNN-based2023.1179
PathDino-224Pre-training domain=Histopathology, Architecture type=Transformer, Resolution=2242023.1179
DinoV1-ViT-b16Pre-training domain=Natural, Architecture type=Transformer2023.1177
BiomedCLIPPre-training domain=Histopathology, Architecture type=Transformer2023.1177
DinoSSLPathology-8Pre-training domain=Histopathology, Architecture type=Transformer2023.1177
ConvNext-xlargePre-training domain=Natural, Architecture type=CNN-based2023.1176
ConvNext-b-224Pre-training domain=Natural, Architecture type=CNN-based, Resolution=2242023.1175
DinoV1-ViT-s16Pre-training domain=Natural, Architecture type=Transformer2023.1174
DinoV2-ViT-b14Pre-training domain=Natural, Architecture type=Transformer2023.1174
PLIPPre-training domain=Histopathology, Architecture type=Transformer2023.1174
MuDiPath-ResNet50Pre-training domain=Histopathology, Architecture type=CNN-based2023.1173
ResNet50Pre-training domain=Natural, Architecture type=CNN-based2023.1172
DenseNet121Pre-training domain=Natural, Architecture type=CNN-based2023.1172
MuDiPath-DenseNet-101Pre-training domain=Histopathology, Architecture type=CNN-based2023.1172
EfficientNet-b5Pre-training domain=Natural, Architecture type=CNN-based2023.1171
ViT-b16-224Pre-training domain=Natural, Architecture type=Transformer, Resolution=2242023.1171
EfficientNet-b3-288Pre-training domain=Natural, Architecture type=CNN-based, Resolution=2882023.1169
CLIP-ViT-B/16Pre-training domain=Natural, Architecture type=Transformer2023.1169
HIPT-ViT-s16Pre-training domain=Histopathology, Architecture type=Transformer2023.1167