Object Detection on COCO (APBox, ΔFull)
52.9APBoxCoLin
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoLinBackbone=Swin-B (89M), Framework=Cascade Mask R-CNN, Trained Backbone Params=1.71 M, Trained Backbone Params (%)=1.97 %, Extra Structure=true2026.02 | 52.9 | 0.5 | |
| FULLBackbone=Swin-B (89M), Framework=Cascade Mask R-CNN, Trained Backbone Params=89.14 M, Trained Backbone Params (%)=100.00 %, Extra Structure=false2026.02 | 52.4 | — | |
| ADAPTERBackbone=Swin-B (89M), Framework=Cascade Mask R-CNN, Trained Backbone Params=3.19 M, Trained Backbone Params (%)=3.58 %, Extra Structure=true2026.02 | 52.1 | -0.3 | |
| LORANDBackbone=Swin-B (89M), Framework=Cascade Mask R-CNN, Trained Backbone Params=4.68 M, Trained Backbone Params (%)=5.23 %, Extra Structure=true2026.02 | 51.9 | -0.5 | |
| ADAPTFORMERBackbone=Swin-B (89M), Framework=Cascade Mask R-CNN, Trained Backbone Params=1.60 M, Trained Backbone Params (%)=1.79 %, Extra Structure=true2026.02 | 51.7 | -0.7 | |
| PARTIAL-1Backbone=Swin-B (89M), Framework=Cascade Mask R-CNN, Trained Backbone Params=12.95 M, Trained Backbone Params (%)=14.53 %, Extra Structure=false2026.02 | 50.6 | -1.8 | |
| LORABackbone=Swin-B (89M), Framework=Cascade Mask R-CNN, Trained Backbone Params=3.06 M, Trained Backbone Params (%)=3.43 %, Extra Structure=true2026.02 | 50.4 | -2 | |
| BITFITBackbone=Swin-B (89M), Framework=Cascade Mask R-CNN, Trained Backbone Params=0.21 M, Trained Backbone Params (%)=0.23 %, Extra Structure=false2026.02 | 50.1 | -2.3 | |
| NORMTUNINGBackbone=Swin-B (89M), Framework=Cascade Mask R-CNN, Trained Backbone Params=0.06 M, Trained Backbone Params (%)=0.07 %, Extra Structure=false2026.02 | 50.1 | -2.3 | |
| FIXEDBackbone=Swin-B (89M), Framework=Cascade Mask R-CNN, Trained Backbone Params=0.00 M, Trained Backbone Params (%)=0.00 %, Extra Structure=false2026.02 | 48 | -4.4 |