DSMIL-LC

Reported on 4 benchmarks across 1 task · 1 paper · 3 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology4 results

Multiple Instance LearningonTCGA
ACC· 2020-11-17
0.9286
best: 0.951 (DTFD-MIL (AFS))
SOTA
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning arXiv:2011.08939
Multiple Instance LearningonCAMELYON16
ACC· 2020-11-17
0.8992
best: 0.952 (Snuffy (SimCLR Exhaustive))
SOTA
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning arXiv:2011.08939
Multiple Instance LearningonCAMELYON16
AUC· 2020-11-17
0.9165
best: 0.987 (Snuffy (DINO Exhaustive))
SOTA
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning arXiv:2011.08939
Multiple Instance LearningonTCGA
AUC· 2020-11-17
0.9583
best: 0.972 (Snuffy (SimCLR Exhaustive))
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning arXiv:2011.08939