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ResearchFormerly WizWand

Whole Slide Image classification on LBC (test)

0.691F1 ScoreAEM
0.532920.573960.6150.65604Jun 18, 2024
Updated 8mo ago

Evaluation results

MethodLinks
AEMBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.060.6910.884
AEMBackbone=ViT-S, Pre-training=SSL (Lunit)2024.060.6640.879
AEMBackbone=ViT-G, Pre-training=SSL (GigaPath)2024.060.6630.903
MHIM-MILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.060.660.89
MHIM-MILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.060.6580.872
TransMILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.060.6570.874
AEMBackbone=ViT-B, Pre-training=VLM (CONCH)2024.060.6560.889
AEMBackbone=ViT-L, Pre-training=SSL (UNI)2024.060.6450.87
IBMILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.060.640.867
ILRABackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.060.6260.864
ABMILBackbone=ViT-G, Pre-training=SSL (GigaPath)2024.060.6230.866
Clam-SBBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.060.6220.891
LossAttnBackbone=ViT-S, Pre-training=SSL (Lunit)2024.060.6210.843
ABMILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.060.6210.853
ILRABackbone=ViT-S, Pre-training=SSL (Lunit)2024.060.6180.859
Clam-SBBackbone=ViT-S, Pre-training=SSL (Lunit)2024.060.6170.865
IBMILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.060.6040.834
ABMILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.060.5950.831
ABMILBackbone=ViT-B, Pre-training=VLM (CONCH)2024.060.5890.849
DSMILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.060.5860.848
ABMILBackbone=ViT-L, Pre-training=SSL (UNI)2024.060.580.844
LossAttnBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.060.5730.849
DSMILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.060.5620.82
TransMILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.060.5390.805