Whole Slide Image Analysis on WSI-Bench (test)
56.7Morphological Analysis Open WSI POurs (L=128/M=96)
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Ours (L=128/M=96)Max Visual Token Number=128, Memory (GB)=7.709, TFLOPs=3.0192025.12 | 56.7 | 62 | 93.1 | 58.2 | 61.3 | 84.9 | 73.3 | 76.9 | 100 | 73.9 | |
| Ours (L=256/M=96)Max Visual Token Number=256, Memory (GB)=7.709, TFLOPs=3.3882025.12 | 56.4 | 62.6 | 94.3 | 57 | 59.8 | 86 | 73.4 | 77.1 | 97.9 | 73.8 | |
| ToMe (AIM)Max Visual Token Number=2562025.12 | 53.5 | 59.3 | 94.2 | 52.8 | 55.6 | 84.2 | 73.3 | 77.9 | 100 | 72.3 | |
| ACMILMax Visual Token Number=2562025.12 | 53.5 | 59.3 | 94.3 | 52.8 | 55.6 | 84.2 | 73.3 | 77.9 | 100 | 72.3 | |
| Avg. PoolingMax Visual Token Number=2562025.12 | 53.2 | 59.3 | 94 | 54.5 | 57.4 | 84.5 | 66.6 | 76.6 | 95.8 | 71.3 | |
| DivPruneMax Visual Token Number=2562025.12 | 52.7 | 58.1 | 92.1 | 49.1 | 51.5 | 82 | 51.8 | 62.7 | 85.4 | 65 | |
| WSI-LLaVAMax Visual Token Number=576, Memory (GB)=13.619, TFLOPs=10.4912025.12 | 48.8 | 61 | 95.1 | 61 | 61.2 | 86.3 | 81 | 84.5 | 100 | 75.4 | |
| Quilt-LLaVAMax Visual Token Number=576, Memory (GB)=12.62, TFLOPs=12.7982025.12 | 44.8 | 44.7 | 94.7 | 58.6 | 60.4 | 84.9 | 78.8 | 81.6 | 100 | 72.1 | |
| SlideChatMax Visual Token Number=20480, Memory (GB)=11.583, TFLOPs=26.7672025.12 | 26.9 | 28.1 | 87 | 31.9 | 38.5 | 76.7 | 65.4 | 57.7 | 33.3 | 49.5 | |
| GPT-4o2025.12 | 22 | 20.4 | 47.1 | 47.2 | 45.7 | 53 | 49.6 | 84.1 | 87.5 | 50.7 |