Object Detection on MSSD
55.4APSalience DETR
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Salience DETRPub' Year=ours, Backbone=ResNet50, Epochs=1202024.03 | 55.4 | 78.2 | 61.9 | 28.7 | 47.5 | 44.5 | 65.4 | 33 | 59.8 | 52.1 | |
| DINOPub' Year=ICLR'2022, Backbone=ResNet50, Epochs=1202024.03 | 51 | 80 | 52.5 | 20 | 47.4 | 44.8 | 61.3 | 23.9 | 60.1 | 52.4 | |
| Focus-DETRPub' Year=ICCV'2023, Backbone=ResNet50, Epochs=1202024.03 | 49.2 | 79.3 | 47.9 | 18.3 | 40.7 | 43.5 | 59.4 | 22.1 | 53.3 | 51.1 | |
| Cascade RCNNPub' Year=CVPR'2018, Backbone=ResNet50, Epochs=1202024.03 | 47.5 | 69.5 | 52.1 | 23.5 | 42 | 42 | 54.1 | 26.1 | 51.3 | 48.3 | |
| HTCPub' Year=CVPR'2019, Backbone=ResNet50, Epochs=1202024.03 | 47.5 | 68.1 | 52.5 | 19.9 | 33.2 | 41.6 | 53.7 | 22.7 | 49.6 | 46 | |
| H-Def-DETRPub' Year=CVPR'2023, Backbone=ResNet50, Epochs=1202024.03 | 46.9 | 76.8 | 47.1 | 20.3 | 45.3 | 40.7 | 57.1 | 25.8 | 57.5 | 49 | |
| DN-Def-DETRPub' Year=CVPR'2022, Backbone=ResNet50, Epochs=1202024.03 | 45.6 | 74.1 | 44.9 | 18.6 | 31.9 | 41 | 53.9 | 21.7 | 50.1 | 47.7 | |
| Faster RCNNPub' Year=NIPS'2015, Backbone=ResNet50, Epochs=1202024.03 | 44.5 | 65.3 | 48.6 | 18 | 36.7 | 40.3 | 51.1 | 21.3 | 44.5 | 46.3 | |
| YOLOXPub' Year=Arxiv'2021, Backbone=CSPDarknet, Epochs=5002024.03 | 41.4 | 67.5 | 39.2 | 13.6 | 35.5 | 38.7 | 53.7 | 21.5 | 46.8 | 48.6 | |
| AutoAssignPub' Year=Arxiv' 2020, Backbone=ResNet50, Epochs=1202024.03 | 38.4 | 56.2 | 40.5 | 6.3 | 21.6 | 40.9 | 45.7 | 9.9 | 37 | 46.6 | |
| DAB-Def-DETRPub' Year=ICLR'2021, Backbone=ResNet50, Epochs=1202024.03 | 33.7 | 60 | 31 | 15.9 | 26.7 | 29 | 46.2 | 19.9 | 38.9 | 39.8 | |
| Def-DETRPub' Year=ICLR'2020, Backbone=ResNet50, Epochs=3002024.03 | 33 | 54.3 | 32 | 9.8 | 11.1 | 33.3 | 39.8 | 13.6 | 18.9 | 38.5 |