Class-agnostic Object Detection on MS COCO 2017 (val)
8.2AP (Overall)MOVE
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MOVELearning Setup=Unsupervised, Training Data=COCO20K, Post-training=CAD2022.10 | 8.2 | 19 | 6.5 | 5.7 | 0.136 | 0.159 | — | — | — | |
| FreeSOLOLearning Setup=Unsupervised2022.10 | 5.5 | 12.2 | 4.2 | 4.6 | 0.114 | 0.153 | — | — | — | |
| DETRegLearning Setup=Unsupervised2022.10 | 1 | 3.1 | 0.6 | 0.6 | 0.036 | 0.127 | — | — | — | |
| DiPExDescription=self-training2024.06 | 0.359 | — | — | 0.105 | 0.408 | 0.632 | 0.392 | 0.743 | 0.898 | |
| Grounding DINO+CoOp*Description=self-training2024.06 | 0.346 | — | — | 0.104 | 0.391 | 0.613 | 0.364 | 0.727 | 0.888 | |
| CutLERDescription=self-training2024.06 | 0.296 | — | — | 0.068 | 0.196 | 0.328 | 0.137 | 0.375 | 0.6 | |
| Grounding DINODescription=zero-shot, Prompt=generic2024.06 | 0.283 | — | — | 0.103 | 0.378 | 0.441 | 0.177 | 0.516 | 0.8 | |
| Grounding DINO+CoCoOp*Description=self-training2024.06 | 0.246 | — | — | 0.076 | 0.341 | 0.581 | 0.339 | 0.683 | 0.861 | |
| Selective SearchLearning Setup=Unsupervised2022.10 | 0.2 | 0.5 | 0.1 | 0.2 | 0.015 | 0.109 | — | — | — | |
| Exemplar-FreeSOLODescription=self-training2024.06 | 0.126 | — | — | 0.082 | 0.13 | 0.179 | — | — | — | |
| FreeSOLODescription=self-training2024.06 | 0.042 | — | — | 0.037 | 0.097 | 0.126 | 0.005 | 0.123 | 0.341 | |
| MOSTDescription=self-training2024.06 | 0.033 | — | — | 0.031 | 0.064 | 0.064 | 0.001 | 0.016 | 0.245 | |
| DETRegDescription=self-training2024.06 | 0.014 | — | — | 0.006 | 0.037 | 0.129 | 0.002 | 0.128 | 0.353 | |
| Selective SearchDescription=non-parametric2024.06 | 0.001 | — | — | 0.001 | 0.011 | 0.078 | 0.009 | 0.072 | 0.207 | |
| UP-DETRDescription=self-training2024.06 | 0.001 | — | — | 0.002 | 0.014 | 0.014 | 0 | 0.002 | 0.058 |