Open-Set Object Detection on Cityscapes → Foggy Cityscapes (val)
59.63mAPCCKM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CCKMSetting=freq-dec, Num. novel categories=32026.04 | 59.63 | 11.59 | 0.515 | 705 | |
| SOMASetting=freq-dec, Num. novel categories=32026.04 | 59.18 | 11.41 | 0.507 | 669 | |
| CCKMSetting=freq-dec, Num. novel categories=42026.04 | 57.93 | 13.19 | 0.742 | 1,209 | |
| OpenDetSetting=freq-dec, Num. novel categories=32026.04 | 57.28 | 9.35 | 0.519 | 720 | |
| DDETRSetting=freq-dec, Num. novel categories=32026.04 | 56.99 | 0 | 0.579 | 1,240 | |
| SOMASetting=freq-dec, Num. novel categories=42026.04 | 56.85 | 12.47 | 0.723 | 1,140 | |
| OW-DETRSetting=freq-dec, Num. novel categories=32026.04 | 56.63 | 6.61 | 0.585 | 698 | |
| CCKMSetting=freq-dec, Num. novel categories=52026.04 | 55.74 | 13.28 | 0.802 | 1,440 | |
| PROSERSetting=freq-dec, Num. novel categories=32026.04 | 55.7 | 6.68 | 0.589 | 536 | |
| SOMASetting=freq-dec, Num. novel categories=52026.04 | 55.63 | 12.36 | 0.759 | 1,315 | |
| OW-DETRSetting=freq-dec, Num. novel categories=42026.04 | 55.45 | 7.9 | 0.745 | 930 | |
| DDETRSetting=freq-dec, Num. novel categories=42026.04 | 55.02 | 0 | 0.835 | 2,136 | |
| OpenDetSetting=freq-dec, Num. novel categories=42026.04 | 54.89 | 10.59 | 0.781 | 1,251 | |
| PROSERSetting=freq-dec, Num. novel categories=42026.04 | 54.51 | 7.88 | 0.78 | 952 | |
| DDETRSetting=freq-dec, Num. novel categories=52026.04 | 53.89 | 0 | 0.93 | 2,625 | |
| OW-DETRSetting=freq-dec, Num. novel categories=52026.04 | 53.6 | 7.9 | 0.807 | 1,105 | |
| OpenDetSetting=freq-dec, Num. novel categories=52026.04 | 53.51 | 10.37 | 0.839 | 1,470 | |
| PROSERSetting=freq-dec, Num. novel categories=52026.04 | 53.43 | 8.22 | 0.943 | 1,072 | |
| CCKMSetting=het-sem, Num. novel categories=32026.04 | 53.16 | 3.43 | 0.238 | 103 | |
| SOMASetting=het-sem, Num. novel categories=32026.04 | 50.87 | 3.78 | 0.268 | 139 | |
| CCKMSetting=hom-sem, Num. novel categories=32026.04 | 50.78 | 12.36 | 1.238 | 1,184 | |
| CCKMSetting=het-sem, Num. novel categories=42026.04 | 50.22 | 4.37 | 0.384 | 257 | |
| CCKMSetting=hom-sem, Num. novel categories=42026.04 | 49.71 | 12.58 | 1.558 | 1,319 | |
| SOMASetting=hom-sem, Num. novel categories=32026.04 | 48.67 | 6.96 | 1.257 | 915 | |
| SOMASetting=het-sem, Num. novel categories=42026.04 | 48.06 | 4.41 | 0.412 | 340 | |
| CCKMSetting=het-sem, Num. novel categories=52026.04 | 47.79 | 4.16 | 0.494 | 500 | |
| DDETRSetting=het-sem, Num. novel categories=32026.04 | 47.52 | 0 | 0.341 | 459 | |
| OpenDetSetting=het-sem, Num. novel categories=32026.04 | 47.04 | 1.92 | 0.269 | 221 | |
| SOMASetting=hom-sem, Num. novel categories=42026.04 | 47.02 | 7.42 | 1.527 | 1,232 | |
| PROSERSetting=het-sem, Num. novel categories=32026.04 | 46.92 | 1.8 | 0.271 | 218 | |
| CCKMSetting=freq-inc, Num. novel categories=32026.04 | 46.34 | 6.1 | 1.002 | 647 | |
| OpenDetSetting=het-sem, Num. novel categories=42026.04 | 45.71 | 1.89 | 0.499 | 511 | |
| SOMASetting=het-sem, Num. novel categories=52026.04 | 45.55 | 4.08 | 0.526 | 649 | |
| OpenDetSetting=hom-sem, Num. novel categories=32026.04 | 45.51 | 5.28 | 1.336 | 1,458 | |
| DDETRSetting=het-sem, Num. novel categories=42026.04 | 45.24 | 0 | 0.506 | 1,028 | |
| CCKMSetting=freq-inc, Num. novel categories=42026.04 | 45.14 | 6.02 | 1.167 | 1,088 | |
| CCKMSetting=hom-sem, Num. novel categories=52026.04 | 45.11 | 12.84 | 2.295 | 3,356 | |
| OpenDetSetting=freq-inc, Num. novel categories=32026.04 | 44.85 | 3.23 | 2.579 | 1,700 | |
| DDETRSetting=freq-inc, Num. novel categories=32026.04 | 44.72 | 0 | 2.862 | 2,859 | |
| SOMASetting=freq-inc, Num. novel categories=42026.04 | 44.69 | 3.55 | 1.581 | 696 | |
| DDETRSetting=hom-sem, Num. novel categories=32026.04 | 44.62 | 0 | 1.86 | 2,937 | |
| SOMASetting=freq-inc, Num. novel categories=32026.04 | 44.3 | 3.39 | 1.398 | 394 | |
| PROSERSetting=freq-inc, Num. novel categories=32026.04 | 44.23 | 2.94 | 2.881 | 1,090 | |
| PROSERSetting=het-sem, Num. novel categories=42026.04 | 44.19 | 2.02 | 0.415 | 531 | |
| OpenDetSetting=hom-sem, Num. novel categories=42026.04 | 44.02 | 5.67 | 1.653 | 1,798 | |
| OW-DETRSetting=freq-inc, Num. novel categories=32026.04 | 43.92 | 3.85 | 2.032 | 1,377 | |
| DDETRSetting=freq-inc, Num. novel categories=42026.04 | 43.91 | 0 | 3.27 | 4,907 | |
| DDETRSetting=hom-sem, Num. novel categories=42026.04 | 43.55 | 0 | 2 | 3,565 | |
| SOMASetting=hom-sem, Num. novel categories=52026.04 | 43.37 | 8.42 | 2.281 | 2,886 | |
| OW-DETRSetting=het-sem, Num. novel categories=32026.04 | 43.31 | 1.84 | 0.432 | 192 | |
| PROSERSetting=hom-sem, Num. novel categories=42026.04 | 43.31 | 4.99 | 2.018 | 2,641 | |
| OW-DETRSetting=hom-sem, Num. novel categories=32026.04 | 43.22 | 3.15 | 1.355 | 1,076 | |
| PROSERSetting=hom-sem, Num. novel categories=32026.04 | 43.15 | 4.59 | 1.842 | 2,146 | |
| OW-DETRSetting=freq-inc, Num. novel categories=42026.04 | 43.01 | 3.99 | 2.219 | 1,891 | |
| OpenDetSetting=freq-inc, Num. novel categories=42026.04 | 42.92 | 3.3 | 2.741 | 2,835 | |
| OW-DETRSetting=hom-sem, Num. novel categories=42026.04 | 42.83 | 3.46 | 1.593 | 1,320 | |
| CCKMSetting=freq-inc, Num. novel categories=52026.04 | 42.55 | 5.64 | 1.318 | 1,896 | |
| OW-DETRSetting=het-sem, Num. novel categories=42026.04 | 42.52 | 2.1 | 0.619 | 451 | |
| PROSERSetting=freq-inc, Num. novel categories=42026.04 | 42.47 | 2.98 | 2.745 | 1,866 | |
| DDETRSetting=het-sem, Num. novel categories=52026.04 | 42.38 | 0 | 0.659 | 1,968 | |
| OpenDetSetting=het-sem, Num. novel categories=52026.04 | 42.09 | 1.7 | 0.579 | 922 | |
| PROSERSetting=het-sem, Num. novel categories=52026.04 | 41.99 | 2 | 0.584 | 1,127 | |
| SOMASetting=freq-inc, Num. novel categories=52026.04 | 41.16 | 3.48 | 1.8 | 1,276 | |
| DDETRSetting=freq-inc, Num. novel categories=52026.04 | 41.12 | 0 | 3.609 | 8,291 | |
| OpenDetSetting=hom-sem, Num. novel categories=52026.04 | 40.87 | 6.58 | 2.303 | 3,416 | |
| OpenDetSetting=freq-inc, Num. novel categories=52026.04 | 40.34 | 3.44 | 2.97 | 4,965 | |
| OW-DETRSetting=freq-inc, Num. novel categories=52026.04 | 40.21 | 2.98 | 2.184 | 2,293 | |
| DDETRSetting=hom-sem, Num. novel categories=52026.04 | 40.18 | 0 | 2.462 | 6,770 | |
| PROSERSetting=hom-sem, Num. novel categories=52026.04 | 39.99 | 5.99 | 2.563 | 4,963 | |
| OW-DETRSetting=het-sem, Num. novel categories=52026.04 | 39.92 | 1.98 | 0.684 | 814 | |
| OW-DETRSetting=hom-sem, Num. novel categories=52026.04 | 39.45 | 4.38 | 2.384 | 3,399 | |
| PROSERSetting=freq-inc, Num. novel categories=52026.04 | 39.11 | 3.01 | 3.119 | 3,242 |