Object Detection on MSCOCO 2017 (minival)
44.6AP (Overall)Teacher (3x)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Teacher (3x)Detector=CondInst [41], FPS=16.8, Number of Parameters=53.5M2021.10 | 44.6 | 27.5 | 47.8 | 58.4 | 63.7 | 48.4 | |
| DS-Net-S*Detector=Mask R-CNN, Params(M)=43.22021.05 | 44.3 | 28.3 | 47.7 | 58.8 | — | — | |
| Swin-TDetector=Mask R-CNN, Params(M)=482021.05 | 43.7 | 28.5 | 47 | 57.3 | — | — | |
| ICD (+ Ours †)Detector=CondInst [41], FPS=21.3, Number of Parameters=34.1M, inheriting strategy=true2021.10 | 43.7 | 27.1 | 47.3 | 56.6 | 62.9 | 47.2 | |
| ICD (+ Ours †)Detector=FCOS [42], FPS=25.0, Number of Parameters=32.2M, inheriting strategy=true2021.10 | 42.9 | 27.8 | 46.8 | 54.6 | 61.6 | 46.6 | |
| Teacher (3x)Detector=Mask R-CNN [16], FPS=17.5, Number of Parameters=63.3M2021.10 | 42.9 | 26.4 | 46.6 | 56.1 | 63.3 | 46.8 | |
| DS-Net-S*Detector=RetinaNet, Params(M)=33.22021.05 | 42.7 | 26.8 | 46.3 | 56.7 | — | — | |
| Teacher (3x)Detector=FCOS [42], FPS=18.8, Number of Parameters=51.2M2021.10 | 42.6 | 26.2 | 46.3 | 53.8 | 61.6 | 45.8 | |
| ICD (+ Ours)Detector=CondInst [41], FPS=21.3, Number of Parameters=34.1M2021.10 | 42.4 | 25.3 | 46 | 54.3 | 61.5 | 46.1 | |
| ICD (+ Ours)Detector=FCOS [42], FPS=25.0, Number of Parameters=32.2M2021.10 | 41.7 | 26.9 | 45.9 | 52.6 | 60.3 | 45.4 | |
| Swin-TDetector=RetinaNet, Params(M)=38.52021.05 | 41.5 | 25.1 | 44.9 | 55.5 | — | — | |
| ICD (+ Ours †)Detector=Mask R-CNN [16], FPS=22.9, Number of Parameters=44.3M, inheriting strategy=true2021.10 | 41.2 | 25.1 | 44.5 | 53.6 | 62 | 45 | |
| ICD (+ Ours)Detector=Mask R-CNN [16], FPS=22.9, Number of Parameters=44.3M2021.10 | 40.4 | 24.4 | 43.7 | 52 | 60.9 | 44.2 | |
| Student (1x)Detector=CondInst [41], FPS=21.3, Number of Parameters=34.1M2021.10 | 39.7 | 23.9 | 43.3 | 50.1 | 58.8 | 43.1 | |
| Student (1x)Detector=FCOS [42], FPS=25.0, Number of Parameters=32.2M2021.10 | 39.4 | 24.2 | 43.4 | 49.4 | 58.2 | 42.4 | |
| Student (1x)Detector=Mask R-CNN [16], FPS=22.9, Number of Parameters=44.3M2021.10 | 38.6 | 22.5 | 42 | 49.9 | 59.5 | 42.1 | |
| ResNet-50Detector=Mask R-CNN, Params(M)=44.22021.05 | 38.2 | 21.9 | 40.9 | 49.5 | — | — | |
| ResNet-50Detector=RetinaNet, Params(M)=37.72021.05 | 36.3 | 19.3 | 40 | 48.8 | — | — |