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ResearchFormerly WizWand

WSI-level retrieval on CAMELYON16 (test)

77Macro F1KimiaNet
47.8855.446370.56Nov 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
KimiaNetPre-training Data Domain=Histopathology, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1177
PathDino-512Pre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Resolution=512, Majority Vote Top-k=MV@52023.1172
PLIPPre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1170
Barlow-Twins-ResNet50Pre-training Data Domain=Histopathology, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1169
iBOT-PathPre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1167
MuDiPath-DenseNet-101Pre-training Data Domain=Histopathology, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1166
ConvNext-b-224Pre-training Data Domain=Natural, Model Architecture Type=CNN-based, Resolution=224, Majority Vote Top-k=MV@52023.1165
DinoV1-ViT-b16Pre-training Data Domain=Natural, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1165
MoCoV2-ResNet50Pre-training Data Domain=Histopathology, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1165
DenseNet121Pre-training Data Domain=Natural, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1164
PathDino-224Pre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Resolution=224, Majority Vote Top-k=MV@52023.1164
MuDiPath-ResNet50Pre-training Data Domain=Histopathology, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1162
CLIP - ViT-B/16Pre-training Data Domain=Natural, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1161
DinoSSLPathology-8Pre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1161
ViT-b16-224Pre-training Data Domain=Natural, Model Architecture Type=Transformer, Resolution=224, Majority Vote Top-k=MV@52023.1159
BiomedCLIPPre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1159
EfficientNet-b5Pre-training Data Domain=Natural, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1158
HIPT-ViT-s16Pre-training Data Domain=Histopathology, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1158
ConvNext-xlargePre-training Data Domain=Natural, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1157
DinoV1-ViT-s16Pre-training Data Domain=Natural, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1157
ResNet50Pre-training Data Domain=Natural, Model Architecture Type=CNN-based, Majority Vote Top-k=MV@52023.1155
DinoV2-ViT-b14Pre-training Data Domain=Natural, Model Architecture Type=Transformer, Majority Vote Top-k=MV@52023.1154
EfficientNet-b3-288Pre-training Data Domain=Natural, Model Architecture Type=CNN-based, Resolution=288, Majority Vote Top-k=MV@52023.1149