Object Detection on DTOD
26.5AP50DRMNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DRMNetBackbone=CSPDarkNet-s, Param. (M)=29.802025.12 | 26.5 | 4 | 20.4 | 22.3 | 41.2 | |
| SCDNetVenue=TGRS'2023, Backbone=CSPDarkNet-s, Param. (M)=43.602025.12 | 24.2 | 3.3 | 21 | 18.3 | 43.7 | |
| LTDNetVenue=TGRS'2025, Backbone=ResNet-50, Param. (M)=4.852025.12 | 15.3 | 1.7 | 14.5 | 7.5 | 27.4 | |
| ATSSVenue=CVPR'2020, Backbone=ResNet-50, Param. (M)=31.962025.12 | 14.6 | 2.2 | 14 | 11.9 | 29.7 | |
| DDODVenue=TMM'2023, Backbone=ResNet-50, Param. (M)=32.042025.12 | 14.5 | 2.2 | 14.9 | 11.9 | 28.6 | |
| YOLOv5Venue=CVPR'2020, Backbone=CSPDarkNet-s, Param. (M)=26.802025.12 | 13.8 | 2.4 | 17.6 | 10.3 | 29.2 | |
| KLDNetVenue=TGRS'2024, Backbone=ResNet-50, Param. (M)=45.202025.12 | 13.3 | 2.1 | 13.4 | 11.3 | 27.9 | |
| YOLOV11Venue=2024, Backbone=C3k2Net-s, Param. (M)=8.992025.12 | 12.2 | 2.2 | 13.9 | 9.5 | 23.8 | |
| FoveaBoxVenue=TIP'2020, Backbone=ResNet-50, Param. (M)=36.082025.12 | 12 | 1.8 | 12.7 | 10.2 | 28 | |
| YOLOV10Venue=2024, Backbone=CSPDarkNet-s, Param. (M)=7.692025.12 | 11.9 | 2.3 | 13.6 | 9.2 | 20.5 | |
| Faster R-CNNVenue=NeurIPS'2015, Backbone=ResNet-50, Param. (M)=41.132025.12 | 11.6 | 2.1 | 14.8 | 9 | 22.5 | |
| DyheadVenue=CVPR'2021, Backbone=ResNet-50, Param. (M)=38.732025.12 | 10.5 | 1.6 | 12.1 | 8.2 | 24.5 | |
| TPH-YOLOV5Venue=ICCV'2021, Backbone=CSPDarkNet-s, Param. (M)=27.602025.12 | 10.1 | 1.9 | 14.8 | 7 | 24.8 | |
| YOLOV8Venue=TGRS'2022, Backbone=CSPDarkNet-s, Param. (M)=12.002025.12 | 10 | 1.7 | 12.2 | 7.5 | 23.1 | |
| Cascade R-CNNVenue=CVPR'2018, Backbone=ResNet-50, Param. (M)=68.932025.12 | 9.9 | 1.7 | 12.9 | 8 | 20.7 | |
| DINOVenue=ICLR'2023, Backbone=ResNet-50, Param. (M)=47.542025.12 | 8.5 | 1.1 | 12.2 | 7 | 12.6 | |
| RT-DETRVenue=2022, Backbone=HGNetV2, Param. (M)=31.292025.12 | 7.6 | 0.6 | 9.4 | 5.4 | 18.7 | |
| FCOSVenue=ICCV'2019, Backbone=ResNet-50, Param. (M)=31.912025.12 | 7 | 1.2 | 9.3 | 5.6 | 10.7 | |
| RetinaNetVenue=ICCV'2017, Backbone=ResNet-50, Param. (M)=31.472025.12 | 5.2 | 0.7 | 8.9 | 4.8 | 8.7 | |
| RepPointsVenue=ICCV'2019, Backbone=ResNet-50, Param. (M)=31.952025.12 | 5 | 0.8 | 7.2 | 5.1 | 10.8 | |
| YOLOV3Venue=ArXiv'2018, Backbone=DarkNet-53, Param. (M)=61.532025.12 | 4.4 | 0.1 | 5.6 | 4.2 | 14.1 | |
| TridentNetVenue=ICCV'2019, Backbone=ResNet-50, Param. (M)=32.772025.12 | 2.3 | 1 | 3.3 | 3.4 | 10.2 |