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ResearchFormerly WizWand

WSI Classification on Private-Breast

0.66Top-1 Macro Avg F1PathDino-512
0.28560.38280.480.5772Nov 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
PathDino-512Pre-training Domain=Histopathology, Architecture=Transformer, Resolution=5122023.110.66
iBOT-PathPre-training Domain=Histopathology, Architecture=Transformer2023.110.61
PLIPPre-training Domain=Histopathology, Architecture=Transformer2023.110.58
PathDino-224Pre-training Domain=Histopathology, Architecture=Transformer, Resolution=2242023.110.56
ConvNext-xlargePre-training Domain=Natural, Architecture=CNN-based2023.110.51
DinoSSLPathology-8Pre-training Domain=Histopathology, Architecture=Transformer2023.110.51
DinoV1-ViT-b16Pre-training Domain=Natural, Architecture=Transformer, Patch Size=162023.110.49
Barlow-Twins-ResNet50Pre-training Domain=Histopathology, Architecture=CNN-based2023.110.49
MoCoV2-ResNet50Pre-training Domain=Histopathology, Architecture=CNN-based2023.110.49
ConvNext-b-224Pre-training Domain=Natural, Architecture=CNN-based, Resolution=2242023.110.47
MuDiPath-DenseNet-101Pre-training Domain=Histopathology, Architecture=CNN-based2023.110.47
KimiaNetPre-training Domain=Histopathology, Architecture=CNN-based2023.110.47
DinoV2-ViT-b14Pre-training Domain=Natural, Architecture=Transformer, Patch Size=142023.110.46
ResNet50Pre-training Domain=Natural, Architecture=CNN-based2023.110.43
EfficientNet-b5Pre-training Domain=Natural, Architecture=CNN-based2023.110.41
DinoV1-ViT-s16Pre-training Domain=Natural, Architecture=Transformer, Patch Size=162023.110.41
MuDiPath-ResNet50Pre-training Domain=Histopathology, Architecture=CNN-based2023.110.41
CLIP - ViT-B/16Pre-training Domain=Natural, Architecture=Transformer, Patch Size=162023.110.39
BiomedCLIPPre-training Domain=Histopathology, Architecture=Transformer2023.110.39
DenseNet121Pre-training Domain=Natural, Architecture=CNN-based2023.110.37
EfficientNet-b3-288Pre-training Domain=Natural, Architecture=CNN-based, Resolution=2882023.110.35
HIPT-ViT-s16Pre-training Domain=Histopathology, Architecture=Transformer, Patch Size=162023.110.33
ViT-b16-224Pre-training Domain=Natural, Architecture=Transformer, Patch Size=16, Resolution=2242023.110.3