Object Detection on SODA-D (test)
34.2APSFDNet
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SFDNetvariant=*2026.06 | 34.2 | 64 | 31.3 | 16.7 | 30.7 | 40.6 | 50.4 | |
| SFDNet2026.06 | 31.3 | 62.1 | 26.8 | 15.1 | 27.8 | 37.3 | 46.2 | |
| Unc-SODSource=TIP20262026.06 | 31 | 60.8 | 27.1 | 14.9 | 27.6 | 36.9 | 45.8 | |
| CFINetSchedule=1x, Backbone=ResNet-502023.08 | 30.7 | 60.8 | 26.7 | 14.7 | 27.8 | 36.4 | 44.6 | |
| CFINetSource=ICCV20232026.06 | 30.7 | 60.8 | 26.7 | 14.7 | 27.8 | 36.4 | 44.6 | |
| RFLAPublication=ECCV'22, Schedule=1x, Backbone=ResNet-502023.08 | 29.7 | 60.2 | 25.2 | 13.2 | 26.9 | 35.4 | 44.6 | |
| RFLASource=ECCV20222026.06 | 29.7 | 60.2 | 25.2 | 13.2 | 26.9 | 35.4 | 44.6 | |
| DNTRSource=TGRS2024, official_implementation=true2026.06 | 29.6 | 57.8 | 26.5 | 13.1 | 26.7 | 35.5 | 43.4 | |
| HS-FPNSource=AAAI2025, official_implementation=true2026.06 | 29.6 | 56.8 | 26.7 | 13.6 | 26.4 | 35.3 | 45.3 | |
| Cascade RPNPublication=NeurIPS'19, Schedule=1x, Backbone=ResNet-502023.08 | 29.1 | 56.5 | 25.9 | 12.5 | 25.5 | 35.4 | 44.7 | |
| Cascade RPNSource=NIPS20192026.06 | 29.1 | 56.5 | 25.9 | 12.5 | 25.5 | 35.4 | 44.7 | |
| Faster RCNN (Baseline)Publication=NeurIPS'15, Schedule=1x, Backbone=ResNet-502023.08 | 28.9 | 59.4 | 24.1 | 13.8 | 25.7 | 34.5 | 43 | |
| Faster R-CNNSource=PAMI20172026.06 | 28.9 | 59.7 | 24.2 | 13.9 | 25.6 | 34.3 | 43.2 | |
| RetinaNetPublication=ICCV'17, Schedule=1x, Backbone=ResNet-502023.08 | 28.2 | 57.6 | 23.7 | 11.9 | 25.2 | 34.1 | 44.2 | |
| RetinaNetSource=ICCV20172026.06 | 28.2 | 57.6 | 23.7 | 11.9 | 25.2 | 34.1 | 44.2 | |
| RepPointsPublication=ICCV'19, Schedule=1x, Backbone=ResNet-502023.08 | 28 | 55.6 | 24.7 | 10.1 | 23.8 | 35.1 | 45.3 | |
| RepPointsSource=ICCV20192026.06 | 28 | 55.6 | 24.7 | 10.1 | 23.8 | 35.1 | 45.3 | |
| DyHeadPublication=CVPR'21, Schedule=1x, Backbone=ResNet-502023.08 | 27.5 | 56.1 | 23.2 | 12.4 | 24.4 | 33 | 41.9 | |
| DyHeadSource=CVPR20212026.06 | 27.5 | 56.1 | 23.2 | 12.4 | 24.4 | 33 | 41.9 | |
| CFPTSource=TGRS2025, official_implementation=true2026.06 | 27.5 | 54.5 | 23.8 | 7.1 | 22.4 | 36.2 | 45.9 | |
| ATSSPublication=CVPR'20, Schedule=1x, Backbone=ResNet-502023.08 | 26.8 | 55.6 | 22.1 | 11.7 | 23.9 | 32.2 | 41.3 | |
| ATSSSource=CVPR20202026.06 | 26.8 | 55.6 | 22.1 | 11.7 | 23.9 | 32.2 | 41.3 | |
| YOLOXPublication=ArXiv'21, Schedule=70e, Backbone=CSP-Darknet2023.08 | 26.7 | 53.4 | 23 | 13.6 | 25.1 | 30.9 | 30.4 | |
| CornerNetPublication=ECCV'18, Schedule=2x, Backbone=HourglassNet-1042023.08 | 24.6 | 49.5 | 21.7 | 6.5 | 20.5 | 32.2 | 43.8 | |
| CornerNetSource=ECCV20182026.06 | 24.6 | 49.5 | 21.7 | 6.5 | 20.5 | 32.2 | 43.8 | |
| Sparse RCNNPublication=CVPR'21, Schedule=1x, Backbone=ResNet-502023.08 | 24.2 | 50.3 | 20.3 | 8.8 | 20.4 | 30.2 | 39.4 | |
| Sparse R-CNNSource=CVPR20212026.06 | 24.2 | 50.3 | 20.3 | 8.8 | 20.4 | 30.2 | 39.4 | |
| FCOSPublication=ICCV'19, Schedule=1x, Backbone=ResNet-502023.08 | 23.9 | 49.5 | 19.9 | 6.9 | 19.4 | 30.9 | 40.9 | |
| FCOSSource=ICCV20192026.06 | 23.9 | 49.5 | 19.9 | 6.9 | 19.4 | 30.9 | 40.9 | |
| CenterNetPublication=ArXiv'19, Schedule=70e, Backbone=ResNet-502023.08 | 21.5 | 48.8 | 15.6 | 5.1 | 16.2 | 29.6 | 42.4 | |
| Deformable-DETRPublication=ICLR'20, Schedule=50e, Backbone=ResNet-502023.08 | 19.2 | 44.8 | 13.7 | 6.3 | 15.4 | 24.9 | 34.2 | |
| Deformable-DETRSource=ICLR20212026.06 | 19.2 | 44.8 | 13.7 | 6.3 | 15.4 | 24.9 | 34.2 |