Object Detection on VOC (unseen classes)
72.2AR@1000 (Overall)SSD-ag-ad
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SSD-ag-adBase Architecture=SSD, Class Awareness=Agnostic, Training Protocol=Scratch, Training Method=Adversarial2020.11 | 72.2 | 83.3 | 68.9 | 66 | |
| SSD-agBase Architecture=SSD, Class Awareness=Agnostic, Training Protocol=Scratch2020.11 | 70.2 | 81 | 66.9 | 64.5 | |
| SSD-ft-ag-adBase Architecture=SSD, Class Awareness=Agnostic, Training Protocol=Fine-tuned from class-aware baseline, Training Method=Adversarial2020.11 | 68.3 | 80.9 | 65.1 | 61.2 | |
| SSD-ft-agBase Architecture=SSD, Class Awareness=Agnostic, Training Protocol=Fine-tuned from class-aware baseline2020.11 | 67.1 | 81.9 | 66.8 | 55.5 | |
| SSD-awBase Architecture=SSD, Class Awareness=Aware2020.11 | 66.3 | 83.1 | 59.4 | 58.8 | |
| FRCNN-ag-adBase Architecture=FRCNN, Class Awareness=Agnostic, Training Protocol=Scratch, Training Method=Adversarial2020.11 | 60.1 | 82.3 | 53.7 | 47.9 | |
| FRCNN-agBase Architecture=FRCNN, Class Awareness=Agnostic, Training Protocol=Scratch2020.11 | 59.6 | 81.4 | 55 | 46.4 | |
| FRCNN-awBase Architecture=FRCNN, Class Awareness=Aware2020.11 | 54.5 | 82.2 | 50.1 | 36.3 | |
| FRCNN-ft-ag-adBase Architecture=FRCNN, Class Awareness=Agnostic, Training Protocol=Fine-tuned from class-aware baseline, Training Method=Adversarial2020.11 | 52.8 | 74.5 | 44.7 | 42.6 | |
| FRCNN-ft-agBase Architecture=FRCNN, Class Awareness=Agnostic, Training Protocol=Fine-tuned from class-aware baseline2020.11 | 38.2 | 73.3 | 30.2 | 17.3 | |
| FRCNN-aw-propBase Architecture=FRCNN, Class Awareness=Aware, Evaluation Stage=First-stage Region Proposal Network2020.11 | 37.4 | 38.8 | 38.3 | 35.5 |