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ResearchFormerly WizWand

WSI Classification on Private-Liver

0.74Top-1 Macro F1iBOT-Path
0.4280.5090.590.671Nov 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
iBOT-PathPre-training Domain=Histopathology, Architecture=Transformer2023.110.74
PathDino-512Pre-training Domain=Histopathology, Architecture=Transformer, Resolution=5122023.110.74
KimiaNetPre-training Domain=Histopathology, Architecture=CNN-based2023.110.66
MoCoV2-ResNet50Pre-training Domain=Histopathology, Architecture=CNN-based2023.110.63
ConvNext-b-224Pre-training Domain=Natural, Architecture=CNN-based, Resolution=2242023.110.61
PLIPPre-training Domain=Histopathology, Architecture=Transformer2023.110.6
PathDino-224Pre-training Domain=Histopathology, Architecture=Transformer, Resolution=2242023.110.6
DinoV1-ViT-b16Pre-training Domain=Natural, Architecture=Transformer2023.110.59
MuDiPath-ResNet50Pre-training Domain=Histopathology, Architecture=CNN-based2023.110.57
Barlow-Twins-ResNet50Pre-training Domain=Histopathology, Architecture=CNN-based2023.110.56
DinoSSLPathology-8Pre-training Domain=Histopathology, Architecture=Transformer2023.110.54
EfficientNet-b5Pre-training Domain=Natural, Architecture=CNN-based2023.110.52
ConvNext-xlargePre-training Domain=Natural, Architecture=CNN-based2023.110.52
DinoV1-ViT-s16Pre-training Domain=Natural, Architecture=Transformer2023.110.52
ViT-b16-224Pre-training Domain=Natural, Architecture=Transformer, Resolution=2242023.110.51
MuDiPath-DenseNet-101Pre-training Domain=Histopathology, Architecture=CNN-based2023.110.5
BiomedCLIPPre-training Domain=Histopathology, Architecture=Transformer2023.110.5
ResNet50Pre-training Domain=Natural, Architecture=CNN-based2023.110.49
EfficientNet-b3-288Pre-training Domain=Natural, Architecture=CNN-based, Resolution=2882023.110.49
DinoV2-ViT-b14Pre-training Domain=Natural, Architecture=Transformer2023.110.49
CLIP - ViT-B/16Pre-training Domain=Natural, Architecture=Transformer2023.110.46
HIPT-ViT-s16Pre-training Domain=Histopathology, Architecture=Transformer2023.110.46
DenseNet121Pre-training Domain=Natural, Architecture=CNN-based2023.110.44