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ResearchFormerly WizWand

Whole Slide Image Retrieval on BRACS

0.59Macro Avg F1iBOT-Path
0.45480.48990.5250.5601Nov 14, 2023
Updated 8mo ago

Evaluation results

MethodLinks
iBOT-PathPre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=32023.110.59
DinoV1-ViT-b16Pre-training Domain=Natural, Architecture Category=Transformer, MV@k=32023.110.58
PathDino-512Pre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=3, Input Resolution=5122023.110.58
Barlow-Twins-ResNet50Pre-training Domain=Histopathology, Architecture Category=CNN, MV@k=32023.110.57
KimiaNetPre-training Domain=Histopathology, Architecture Category=CNN, MV@k=32023.110.57
PLIPPre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=32023.110.57
DinoSSLPathology-8Pre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=32023.110.57
BiomedCLIPPre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=32023.110.55
ConvNext-xlargePre-training Domain=Natural, Architecture Category=CNN, MV@k=32023.110.54
CLIP - ViT-B/16Pre-training Domain=Natural, Architecture Category=Transformer, MV@k=32023.110.54
MoCoV2-ResNet50Pre-training Domain=Histopathology, Architecture Category=CNN, MV@k=32023.110.54
ResNet50Pre-training Domain=Natural, Architecture Category=CNN, MV@k=32023.110.53
EfficientNet-b5Pre-training Domain=Natural, Architecture Category=CNN, MV@k=32023.110.53
ConvNext-b-224Pre-training Domain=Natural, Architecture Category=CNN, MV@k=3, Input Resolution=2242023.110.53
DinoV1-ViT-s16Pre-training Domain=Natural, Architecture Category=Transformer, MV@k=32023.110.53
PathDino-224Pre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=3, Input Resolution=2242023.110.53
EfficientNet-b3-288Pre-training Domain=Natural, Architecture Category=CNN, MV@k=3, Input Resolution=2882023.110.52
MuDiPath-DenseNet-101Pre-training Domain=Histopathology, Architecture Category=CNN, MV@k=32023.110.52
ViT-b16-224Pre-training Domain=Natural, Architecture Category=Transformer, MV@k=3, Input Resolution=2242023.110.51
MuDiPath-ResNet50Pre-training Domain=Histopathology, Architecture Category=CNN, MV@k=32023.110.49
DenseNet121Pre-training Domain=Natural, Architecture Category=CNN, MV@k=32023.110.48
HIPT-ViT-s16Pre-training Domain=Histopathology, Architecture Category=Transformer, MV@k=32023.110.47
DinoV2-ViT-b14Pre-training Domain=Natural, Architecture Category=Transformer, MV@k=32023.110.46