Open-set Object Detection on Cityscapes to BDD100k 4 novel categories
16.94mAPCCKM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CCKMSetting=freq-dec2026.04 | 16.94 | 12.78 | 0.784 | 3,918 | |
| SOMASetting=freq-dec2026.04 | 16.55 | 15.05 | 0.915 | 4,654 | |
| OpenDetSetting=freq-dec2026.04 | 16.04 | 14.36 | 0.932 | 4,942 | |
| DDETRSetting=freq-dec2026.04 | 15.88 | 0 | 0.952 | 8,166 | |
| PROSERSetting=freq-dec2026.04 | 15.76 | 12.54 | 0.987 | 4,886 | |
| OW-DETRSetting=freq-dec2026.04 | 15.76 | 9.31 | 1.021 | 4,756 | |
| CCKMSetting=het-sem2026.04 | 14.35 | 0.96 | 0.08 | 426 | |
| SOMASetting=het-sem2026.04 | 14.1 | 1.9 | 0.145 | 732 | |
| OpenDetSetting=het-sem2026.04 | 13.71 | 1.17 | 0.15 | 992 | |
| DDETRSetting=het-sem2026.04 | 13.49 | 0 | 0.164 | 1,604 | |
| PROSERSetting=het-sem2026.04 | 13.35 | 1.48 | 0.163 | 1,032 | |
| OW-DETRSetting=het-sem2026.04 | 13.15 | 1.27 | 0.157 | 908 | |
| CCKMSetting=hom-sem2026.04 | 11.58 | 2.28 | 1.491 | 4,328 | |
| SOMASetting=hom-sem2026.04 | 11.53 | 4.01 | 2.312 | 8,054 | |
| CCKMSetting=freq-inc2026.04 | 11.51 | 3.17 | 2.653 | 2,808 | |
| SOMASetting=freq-inc2026.04 | 11.08 | 4.56 | 2.577 | 7,762 | |
| OpenDetSetting=hom-sem2026.04 | 10.54 | 3.28 | 2.327 | 10,126 | |
| DDETRSetting=hom-sem2026.04 | 10.32 | 0 | 2.873 | 26,488 | |
| OpenDetSetting=freq-inc2026.04 | 10.3 | 1.7 | 3.282 | 14,210 | |
| DDETRSetting=freq-inc2026.04 | 10.02 | 0 | 3.08 | 23,060 | |
| OW-DETRSetting=hom-sem2026.04 | 9.47 | 1.46 | 2.372 | 9,440 | |
| PROSERSetting=hom-sem2026.04 | 9.19 | 2.41 | 2.458 | 13,684 | |
| PROSERSetting=freq-inc2026.04 | 8.95 | 1.72 | 4.019 | 25,366 | |
| OW-DETRSetting=freq-inc2026.04 | 8.12 | 1.75 | 2.787 | 9,960 |