Object Detection on COCO (unseen classes)
19.6AR@1000 (Overall)SSD-ag-ad
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SSD-ag-adBase Architecture=SSD, Class Awareness=Agnostic, Training Protocol=Scratch, Training Method=Adversarial2020.11 | 19.6 | 3.6 | 25.2 | 44.3 | |
| SSD-agBase Architecture=SSD, Class Awareness=Agnostic, Training Protocol=Scratch2020.11 | 18.1 | 3.1 | 23.9 | 40.4 | |
| SSD-ft-agBase Architecture=SSD, Class Awareness=Agnostic, Training Protocol=Fine-tuned from class-aware baseline2020.11 | 17.7 | 4 | 23.8 | 36.6 | |
| SSD-awBase Architecture=SSD, Class Awareness=Aware2020.11 | 15.6 | 1.9 | 19.4 | 39.1 | |
| SSD-ft-ag-adBase Architecture=SSD, Class Awareness=Agnostic, Training Protocol=Fine-tuned from class-aware baseline, Training Method=Adversarial2020.11 | 15.5 | 2.8 | 19.7 | 35.4 | |
| FRCNN-ag-adBase Architecture=FRCNN, Class Awareness=Agnostic, Training Protocol=Scratch, Training Method=Adversarial2020.11 | 15.2 | 2.7 | 15.8 | 40.6 | |
| FRCNN-agBase Architecture=FRCNN, Class Awareness=Agnostic, Training Protocol=Scratch2020.11 | 13.6 | 2.4 | 13.1 | 38 | |
| FRCNN-awBase Architecture=FRCNN, Class Awareness=Aware2020.11 | 12.4 | 1.8 | 11 | 37 | |
| FRCNN-aw-propBase Architecture=FRCNN, Class Awareness=Aware, Evaluation Stage=First-stage Region Proposal Network2020.11 | 10.7 | 0.6 | 7.1 | 37.5 | |
| FRCNN-ft-ag-adBase Architecture=FRCNN, Class Awareness=Agnostic, Training Protocol=Fine-tuned from class-aware baseline, Training Method=Adversarial2020.11 | 9.5 | 0.8 | 6.9 | 31.7 | |
| FRCNN-ft-agBase Architecture=FRCNN, Class Awareness=Agnostic, Training Protocol=Fine-tuned from class-aware baseline2020.11 | 3.8 | 0.1 | 1.8 | 14.7 |