Object Detection on Clipart1k 1.0 (test)
56.4aero APD-ADAPT
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| D-ADAPTDetector=FRCNN-R50, Reference=ICLR'222025.06 | 56.4 | 63.2 | 42.3 | 40.9 | 45.3 | 77 | 48.7 | 25.4 | 44.3 | 58.4 | 31.4 | 24.5 | 47.1 | — | 69.3 | 43.5 | 27.9 | 34.1 | 60.7 | 64 | 49 | |
| DDTDetector=FRCNN-R1012025.06 | 56.1 | 66.6 | 39.4 | 55.2 | 51.3 | 79.9 | 62.1 | 8.3 | 57.9 | 46.3 | 40.5 | 39.3 | 51.4 | — | 84.5 | 60.9 | 28 | 42.7 | 56.7 | 59.2 | 55.6 | |
| DDTDetector=FRCNN-R502025.06 | 48.9 | 64.9 | 41.1 | 48.1 | 60.5 | 76.6 | 60.2 | 7.9 | 57.4 | 51.5 | 40.8 | 33 | 55.4 | — | 82.8 | 60.1 | 35.2 | 36 | 50.8 | 55.8 | 53.2 | |
| DDTDetector=FRCNN-R182025.06 | 46.5 | 34.2 | 37 | 37.3 | 61.7 | 52.4 | 3.3 | 50.8 | 39.9 | 36.6 | 25.1 | 55.8 | 64.8 | — | 77.6 | 52.7 | 18.8 | 25.2 | 40.1 | 45 | 46.5 | |
| LODSDetector=FRCNN-R101, Reference=CVPR'222025.06 | 43.1 | 61.4 | 40.1 | 36.8 | 48.2 | 45.8 | 48.3 | 20.4 | 44.8 | 53.3 | 32.5 | 26.1 | 40.6 | — | 68.5 | 48.9 | 25.4 | 33.2 | 44 | 56.5 | 45.2 | |
| TIA2023.05 | 42.2 | 66 | 36.9 | 37.3 | 43.7 | 71.8 | 49.7 | 18.2 | 44.9 | 58.9 | 18.2 | 29.1 | 40.7 | 87.8 | 67.4 | 49.7 | 27.4 | 27.8 | 57.1 | 50.6 | 46.3 | |
| TIADetector=FRCNN-R101, Reference=CVPR'222025.06 | 42.2 | 66 | 36.9 | 37.3 | 43.7 | 71.8 | 49.7 | 18.2 | 44.9 | 58.9 | 18.2 | 29.1 | 40.7 | — | 67.4 | 49.7 | 27.4 | 27.8 | 57.1 | 50.6 | 46.3 | |
| AT + CMT2023.05 | 39.8 | 56.3 | 38.7 | 39.7 | 60.4 | 35 | 56 | 7.1 | 60.1 | 60.4 | 35.8 | 28.1 | 67.8 | 84.5 | 80.1 | 55.5 | 20.3 | 32.8 | 42.3 | 38.2 | 47 | |
| CMTDetector=FRCNN-V16, Reference=CVPR'232025.06 | 39.8 | 56.3 | 38.7 | 39.7 | 60.4 | 35 | 56 | 7.1 | 60.1 | 60.4 | 35.8 | 28.1 | 67.8 | — | 80.1 | 55.5 | 20.3 | 32.8 | 42.3 | 38.2 | 47 | |
| UMT2023.05 | 39.6 | 59.1 | 32.4 | 35 | 45.1 | 61.9 | 48.4 | 7.5 | 46 | 67.6 | 21.4 | 29.5 | 48.2 | 75.9 | 70.5 | 56.7 | 25.9 | 28.9 | 39.4 | 43.6 | 44.1 | |
| BaselineDetector=FRCNN-R1012025.06 | 36.7 | 27.2 | 22.6 | 22.8 | 38.5 | 46.4 | 32.2 | 10.7 | 40.7 | 7.2 | 27.2 | 7.6 | 56.1 | — | 38.2 | 9.2 | 29.3 | 25.9 | 21.6 | 28.3 | 28.3 | |
| CIGARDetector=FCOS-R101, Reference=CVPR'232025.06 | 35.2 | 55 | 39.2 | 30.7 | 60.1 | 58.1 | 46.9 | 31.8 | 47 | 61 | 21.8 | 26.7 | 44.6 | — | 68.5 | 54.4 | 31.3 | 38.8 | 56.5 | 63.5 | 46.2 | |
| ATDetector=FRCNN-V16, Reference=CVPR'222025.06 | 33.8 | 60.9 | 38.6 | 49.4 | 52.4 | 53.9 | 56.7 | 7.5 | 52.8 | 63.5 | 34 | 25 | 62.2 | — | 77.2 | 57.7 | 27.2 | 52 | 55.7 | 54.1 | 49.3 | |
| HTCN2023.05 | 33.6 | 58.9 | 34 | 23.4 | 45.6 | 57 | 39.8 | 12 | 39.7 | 51.3 | 20.1 | 20.1 | 39.1 | 72.8 | 61.3 | 43.1 | 19.3 | 30.1 | 50.2 | 51.8 | 40.3 | |
| Oracleadaptation_type=supervised-target2023.05 | 33.3 | 47.6 | 43.1 | 38 | 24.5 | 82 | 57.4 | 22.9 | 48.4 | 49.2 | 37.9 | 46.4 | 41.1 | 54 | 73.7 | 39.5 | 36.7 | 19.1 | 53.2 | 52.9 | 45 | |
| ATreproduced_by_this_work=true2023.05 | 33.1 | 66.1 | 35.3 | 44.9 | 57.5 | 44.9 | 51 | 5.8 | 59.5 | 54.9 | 34.6 | 23.5 | 64.3 | 84 | 75.4 | 51.5 | 17.1 | 30.3 | 43.3 | 37.2 | 45.7 | |
| BaselineDetector=FRCNN-R502025.06 | 29.5 | 36.1 | 22.8 | 25.6 | 41.3 | 27.6 | 3.4 | 39.2 | 8.3 | 28 | 5.2 | 47.9 | 34.1 | — | 4 | 21.8 | 31.8 | 24 | 44.9 | 26 | 26 | |
| ICR-CCR2023.05 | 28.7 | 55.3 | 31.8 | 26 | 40.1 | 63.6 | 36.6 | 9.4 | 38.7 | 49.3 | 17.6 | 14.1 | 33.3 | 74.3 | 61.3 | 46.3 | 22.3 | 24.3 | 49.1 | 44.3 | 38.3 | |
| DM2023.05 | 25.8 | 63.2 | 24.5 | 42.4 | 47.9 | 43.1 | 37.5 | 9.1 | 47 | 46.7 | 26.8 | 24.9 | 48.1 | 78.7 | 63 | 45 | 21.3 | 36.1 | 52.3 | 53.4 | 41.8 | |
| BaselineDetector=FRCNN-R182025.06 | 25 | 36.4 | 16.2 | 19.6 | 34.3 | 50.7 | 30.3 | 0.2 | 33.6 | 5.5 | 22.1 | 6.5 | 23.3 | — | 36.1 | 26.8 | 3.2 | 18.5 | 31.7 | 25.1 | 24.6 | |
| Sourceadaptation_type=source-only2023.05 | 23 | 39.6 | 20.1 | 23.6 | 25.7 | 42.6 | 25.2 | 0.9 | 41.2 | 25.6 | 23.7 | 11.2 | 28.2 | 49.5 | 45.2 | 46.9 | 9.1 | 22.3 | 38.9 | 31.5 | 28.8 |