Whole Slide Image classification on LBC (test)
0.691F1 ScoreAEM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AEMBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 0.691 | 0.884 | |
| AEMBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 0.664 | 0.879 | |
| AEMBackbone=ViT-G, Pre-training=SSL (GigaPath)2024.06 | 0.663 | 0.903 | |
| MHIM-MILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 0.66 | 0.89 | |
| MHIM-MILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 0.658 | 0.872 | |
| TransMILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 0.657 | 0.874 | |
| AEMBackbone=ViT-B, Pre-training=VLM (CONCH)2024.06 | 0.656 | 0.889 | |
| AEMBackbone=ViT-L, Pre-training=SSL (UNI)2024.06 | 0.645 | 0.87 | |
| IBMILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 0.64 | 0.867 | |
| ILRABackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 0.626 | 0.864 | |
| ABMILBackbone=ViT-G, Pre-training=SSL (GigaPath)2024.06 | 0.623 | 0.866 | |
| Clam-SBBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 0.622 | 0.891 | |
| LossAttnBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 0.621 | 0.843 | |
| ABMILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 0.621 | 0.853 | |
| ILRABackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 0.618 | 0.859 | |
| Clam-SBBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 0.617 | 0.865 | |
| IBMILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 0.604 | 0.834 | |
| ABMILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 0.595 | 0.831 | |
| ABMILBackbone=ViT-B, Pre-training=VLM (CONCH)2024.06 | 0.589 | 0.849 | |
| DSMILBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 0.586 | 0.848 | |
| ABMILBackbone=ViT-L, Pre-training=SSL (UNI)2024.06 | 0.58 | 0.844 | |
| LossAttnBackbone=ViT-L, Pre-training=VLM (PathGen-CLIP)2024.06 | 0.573 | 0.849 | |
| DSMILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 0.562 | 0.82 | |
| TransMILBackbone=ViT-S, Pre-training=SSL (Lunit)2024.06 | 0.539 | 0.805 |