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ResearchFormerly WizWand

WSI-level Classification on PANDA (MV@5 Accuracy)

58MV@5 AccuracyMoCoV2-ResNet50
33.0439.524652.48Nov 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MoCoV2-ResNet50Pre-training=Histopathology, Architecture=CNN-based2023.1158
Barlow-Twins-ResNet50Pre-training=Histopathology, Architecture=CNN-based2023.1157
PathDino-512Pre-training=Histopathology, Architecture=Transformer, Input Resolution=5122023.1156
KimiaNetPre-training=Histopathology, Architecture=CNN-based2023.1154
PLIPPre-training=Histopathology, Architecture=Transformer2023.1154
iBOT-PathPre-training=Histopathology, Architecture=Transformer2023.1153
DinoSSLPathology-8Pre-training=Histopathology, Architecture=Transformer2023.1148
PathDino-224Pre-training=Histopathology, Architecture=Transformer, Input Resolution=2242023.1148
DinoV1-ViT-b16Pre-training=Natural, Architecture=Transformer2023.1141
EfficientNet-b5Pre-training=Natural, Architecture=CNN-based2023.1140
CLIP - ViT-B/16Pre-training=Natural, Architecture=Transformer2023.1140
ConvNext-xlargePre-training=Natural, Architecture=CNN-based2023.1139
DinoV1-ViT-s16Pre-training=Natural, Architecture=Transformer2023.1139
MuDiPath-ResNet50Pre-training=Histopathology, Architecture=CNN-based2023.1139
MuDiPath-DenseNet-101Pre-training=Histopathology, Architecture=CNN-based2023.1139
ConvNext-b-224Pre-training=Natural, Architecture=CNN-based2023.1138
BiomedCLIPPre-training=Histopathology, Architecture=Transformer2023.1138
ResNet50Pre-training=Natural, Architecture=CNN-based2023.1136
EfficientNet-b3-288Pre-training=Natural, Architecture=CNN-based2023.1136
ViT-b16-224Pre-training=Natural, Architecture=Transformer2023.1135
DinoV2-ViT-b14Pre-training=Natural, Architecture=Transformer2023.1135
HIPT-ViT-s16Pre-training=Histopathology, Architecture=Transformer2023.1135
DenseNet121Pre-training=Natural, Architecture=CNN-based2023.1134