Table 3 Run time analysis in TCGA dataset
Method | Inference-time (s/slide) | CPU | GPU | Batch size |
|---|---|---|---|---|
ClassicMIL | 109.48 | Intel Core i9-7900X | Nvidia GTX 1080 Ti | 512 |
CLAM | 68.97 | Intel Core i9-7900X | Nvidia GTX 1080 Ti | 512 |
TOAD | 66.48 | Intel Core i9-7900X | Nvidia GTX 1080 Ti | 512 |
KAT | 52.05 | Intel Core i9-7900X | Nvidia GTX 1080 Ti | 16 |
Proposed method | 1.03 | Intel Core i9-7900X | Nvidia GTX 1080 Ti | 6 |
Proposed method | 0.81 | Intel Core i9-7900X | Nvidia GTX 2080 Ti | 6 |