Object Detection on CSD
54.2APPaQ-DINO
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| PaQ-DINOBackbone=ResNet-50, Training Epochs=602026.03 | 54.2 | 91.8 | 56.2 | 51.4 | 40.2 | — | — | — | — | — | |
| DINOBackbone=ResNet-50, Training Epochs=602026.03 | 53.4 | 91 | 55.8 | 50.9 | 39.6 | — | — | — | — | — | |
| Salience DETRPub' Year=ours, Backbone=ResNet50, Epochs=602024.03 | 53.2 | 92.5 | 55.1 | 51 | 40.9 | 0 | 66.5 | 65.7 | 74.3 | 0 | |
| Salience DETRinfer time=0.0819, #parameter=56.1M, memory=249MB2024.03 | 53.2 | — | — | — | — | — | — | — | — | — | |
| DINOPub' Year=ICLR'2022, Backbone=ResNet50, Epochs=602024.03 | 53 | 90.8 | 55.5 | 50.9 | 39.6 | 0 | 64 | 63.1 | 59.1 | 0 | |
| H-Def-DETRPub' Year=CVPR'2023, Backbone=ResNet50, Epochs=602024.03 | 53 | 90.6 | 55.7 | 51.2 | 39.2 | 6.7 | 63.2 | 62.2 | 45.3 | 30 | |
| H-Def-DETRinfer time=0.0834, #parameter=44.4M, memory=201MB2024.03 | 53 | — | — | — | — | — | — | — | — | — | |
| DINOinfer time=0.0860, #parameter=46M, memory=207MB2024.03 | 53 | — | — | — | — | — | — | — | — | — | |
| H-DETRBackbone=ResNet-50, Training Epochs=602026.03 | 53 | 90.6 | 55.7 | 51.2 | 39.2 | — | — | — | — | — | |
| TOODPub' Year=ICCV'2021, Backbone=ResNet50, Epochs=602024.03 | 52.9 | 92.9 | 52.7 | 47.7 | 41.8 | 14.5 | 60.6 | 57 | 45.6 | 60 | |
| DAB-Def-DETRPub' Year=ICLR'2021, Backbone=ResNet50, Epochs=902024.03 | 52.9 | 91.2 | 55 | 50.3 | 39.4 | 0 | 62.5 | 60.6 | 58.1 | 0 | |
| Salience DETRvariant=without cross-level token fusion, infer time=0.0769, #parameter=46M, memory=209MB2024.03 | 52.8 | — | — | — | — | — | — | — | — | — | |
| Faster RCNNPub' Year=NIPS'2015, Backbone=ResNet50, Epochs=602024.03 | 52.4 | 93.2 | 51.9 | 48.5 | 39.7 | 70 | 59.9 | 57.4 | 44 | 70 | |
| Focus-DETRPub' Year=ICCV'2023, Backbone=ResNet50, Epochs=602024.03 | 52.3 | 91.2 | 55.9 | 50.3 | 39.2 | 0.9 | 65.3 | 64.1 | 71.2 | 60 | |
| Focus DETRinfer time=0.0822, #parameter=44.4M, memory=201MB2024.03 | 52.3 | — | — | — | — | — | — | — | — | — | |
| AutoAssignPub' Year=Arxiv'2020, Backbone=ResNet50, Epochs=602024.03 | 51.1 | 92.5 | 49.5 | 47.2 | 40.1 | 60 | 60.1 | 56.7 | 58.1 | 60 | |
| RetinaNetPub' Year=ICML'2019, Backbone=EfficientNet, Epochs=602024.03 | 50.5 | 90.4 | 54.1 | 44 | 40.9 | 5 | 59.8 | 54.3 | 58.6 | 20 | |
| DAB-DETRBackbone=ResNet-50, Training Epochs=602026.03 | 50.2 | 88.5 | 51 | 48.2 | 38.2 | — | — | — | — | — | |
| DN-Def-DETRPub' Year=CVPR'2022, Backbone=ResNet50, Epochs=602024.03 | 49.9 | 88 | 51.2 | 47.6 | 37.7 | 0 | 63.7 | 61 | 76.3 | 0 | |
| DN-DETRBackbone=ResNet-50, Training Epochs=602026.03 | 49.9 | 88 | 51.2 | 47.6 | 37.7 | — | — | — | — | — | |
| YOLOXPub' Year=Arxiv'2021, Backbone=CSPDarknet, Epochs=3002024.03 | 47.5 | 90 | 42.4 | 47 | 36.5 | 0 | 56.1 | 56.6 | 40.6 | 0 | |
| Def-DETRPub' Year=ICLR'2020, Backbone=ResNet50, Epochs=3002024.03 | 43.7 | 86.2 | 36.6 | 40.5 | 34.9 | 10 | 56 | 55.3 | 62.1 | 10 |