Patch Classification and ROI Detection on CAMELYON16
0.98AUCMean-pooling SimCLR Exhaustive
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Mean-pooling SimCLR ExhaustiveMem (GB)=8.3, GPU Mem (GB)=2.4, Time (Minute)=806447, Σ#Params (Million)=11.562024.08 | 0.98 | 0.597 | |
| Snuffy SimCLR ExhaustiveMem (GB)=8.3, GPU Mem (GB)=4.8, Time (Minute)=806496, Σ#Params (Million)=14.872024.08 | 0.98 | 0.622 | |
| Snuffy DINO ExhaustiveMem (GB)=6.7, GPU Mem (GB)=4.8, Time (Minute)=15393, Σ#Params (Million)=47.52024.08 | 0.957 | 0.675 | |
| Snuffy DINO AdapterMem (GB)=6.7, GPU Mem (GB)=4.8, Time (Minute)=1536, Σ#Params (Million)=23.72024.08 | 0.911 | 0.552 | |
| DGMILMem (GB)=76, GPU Mem (GB)=11, Time (Minute)=1612920, Σ#Params (Million)=111.662024.08 | 0.904 | 0.488 | |
| Snuffy DINO Full-tuneMem (GB)=6.7, GPU Mem (GB)=4.8, Time (Minute)=1658, Σ#Params (Million)=47.52024.08 | 0.881 | 0.381 | |
| Snuffy MAE Full-tuneMem (GB)=11.7, GPU Mem (GB)=4.8, Time (Minute)=1216, Σ#Params (Million)=113.662024.08 | 0.875 | 0.363 | |
| Snuffy MAE AdapterMem (GB)=11.7, GPU Mem (GB)=4.8, Time (Minute)=1056, Σ#Params (Million)=8.12024.08 | 0.873 | 0.543 | |
| Max-pooling SimCLR ExhaustiveMem (GB)=8.3, GPU Mem (GB)=2.4, Time (Minute)=806447, Σ#Params (Million)=11.562024.08 | 0.79 | 0.387 | |
| DSMILMem (GB)=19.2, GPU Mem (GB)=3.09, Time (Minute)=806448, Σ#Params (Million)=11.642024.08 | 0.411 | 0.328 | |
| ABMIL-Gated SimCLR ExhaustiveMem (GB)=8.3, GPU Mem (GB)=1.62, Time (Minute)=806423, Σ#Params (Million)=11.692024.08 | 0.394 | 0.245 | |
| ABMIL SimCLR ExhaustiveMem (GB)=8.3, GPU Mem (GB)=1.62, Time (Minute)=806422, Σ#Params (Million)=11.622024.08 | 0.303 | 0.182 |