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ResearchFormerly WizWand

Patch Classification and ROI Detection on CAMELYON16

0.98AUCMean-pooling SimCLR Exhaustive
0.275920.458710.64150.82429Aug 15, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Mean-pooling SimCLR ExhaustiveMem (GB)=8.3, GPU Mem (GB)=2.4, Time (Minute)=806447, Σ#Params (Million)=11.562024.080.980.597
Snuffy SimCLR ExhaustiveMem (GB)=8.3, GPU Mem (GB)=4.8, Time (Minute)=806496, Σ#Params (Million)=14.872024.080.980.622
Snuffy DINO ExhaustiveMem (GB)=6.7, GPU Mem (GB)=4.8, Time (Minute)=15393, Σ#Params (Million)=47.52024.080.9570.675
Snuffy DINO AdapterMem (GB)=6.7, GPU Mem (GB)=4.8, Time (Minute)=1536, Σ#Params (Million)=23.72024.080.9110.552
DGMILMem (GB)=76, GPU Mem (GB)=11, Time (Minute)=1612920, Σ#Params (Million)=111.662024.080.9040.488
Snuffy DINO Full-tuneMem (GB)=6.7, GPU Mem (GB)=4.8, Time (Minute)=1658, Σ#Params (Million)=47.52024.080.8810.381
Snuffy MAE Full-tuneMem (GB)=11.7, GPU Mem (GB)=4.8, Time (Minute)=1216, Σ#Params (Million)=113.662024.080.8750.363
Snuffy MAE AdapterMem (GB)=11.7, GPU Mem (GB)=4.8, Time (Minute)=1056, Σ#Params (Million)=8.12024.080.8730.543
Max-pooling SimCLR ExhaustiveMem (GB)=8.3, GPU Mem (GB)=2.4, Time (Minute)=806447, Σ#Params (Million)=11.562024.080.790.387
DSMILMem (GB)=19.2, GPU Mem (GB)=3.09, Time (Minute)=806448, Σ#Params (Million)=11.642024.080.4110.328
ABMIL-Gated SimCLR ExhaustiveMem (GB)=8.3, GPU Mem (GB)=1.62, Time (Minute)=806423, Σ#Params (Million)=11.692024.080.3940.245
ABMIL SimCLR ExhaustiveMem (GB)=8.3, GPU Mem (GB)=1.62, Time (Minute)=806422, Σ#Params (Million)=11.622024.080.3030.182