Open-set Object Detection on Cityscapes to BDD100k 5 novel categories
16.89mAPCCKM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CCKMSetting=freq-dec2026.04 | 16.89 | 12.94 | 1.024 | 6,152 | |
| SOMASetting=freq-dec2026.04 | 16.63 | 15.59 | 1.181 | 7,230 | |
| OpenDetSetting=freq-dec2026.04 | 16.11 | 14.69 | 1.25 | 7,988 | |
| DDETRSetting=freq-dec2026.04 | 15.86 | 0 | 1.258 | 13,044 | |
| OW-DETRSetting=freq-dec2026.04 | 15.81 | 9.6 | 1.379 | 7,738 | |
| CCKMSetting=het-sem2026.04 | 14.37 | 1 | 0.109 | 626 | |
| SOMASetting=het-sem2026.04 | 14.13 | 2.01 | 0.197 | 1,074 | |
| OpenDetSetting=het-sem2026.04 | 13.75 | 1.27 | 0.209 | 1,244 | |
| DDETRSetting=het-sem2026.04 | 13.52 | 0 | 0.227 | 2,378 | |
| OW-DETRSetting=het-sem2026.04 | 13.5 | 1.3 | 0.201 | 1,168 | |
| PROSERSetting=het-sem2026.04 | 13.37 | 1.6 | 0.218 | 1,466 | |
| PROSERSetting=freq-dec2026.04 | 12.88 | 15.57 | 1.286 | 7,504 | |
| CCKMSetting=hom-sem2026.04 | 12.06 | 2.42 | 1.861 | 5,966 | |
| SOMASetting=hom-sem2026.04 | 11.83 | 4.13 | 2.611 | 9,968 | |
| CCKMSetting=freq-inc2026.04 | 11.75 | 2.6 | 2.67 | 3,286 | |
| SOMASetting=freq-inc2026.04 | 11.71 | 4.53 | 2.713 | 8,844 | |
| OpenDetSetting=hom-sem2026.04 | 10.84 | 3.41 | 2.861 | 11,776 | |
| DDETRSetting=hom-sem2026.04 | 10.56 | 0 | 3.003 | 29,812 | |
| OW-DETRSetting=hom-sem2026.04 | 10.52 | 1.64 | 2.78 | 10,088 | |
| OpenDetSetting=freq-inc2026.04 | 10.46 | 1.73 | 3.393 | 15,928 | |
| DDETRSetting=freq-inc2026.04 | 10.18 | 0 | 3.219 | 25,684 | |
| PROSERSetting=freq-inc2026.04 | 9.8 | 1.77 | 4.202 | 28,170 | |
| PROSERSetting=hom-sem2026.04 | 9.4 | 2.58 | 3.067 | 15,962 | |
| OW-DETRSetting=freq-inc2026.04 | 8.34 | 1.76 | 2.867 | 11,034 |