Object Detection on Clipart (test)
59.2mAPDETR-GA
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DETR-GASupervision Paradigm=Cross-Domain Weakly-Supervised, Backbone=ResNet-101, Pre-training=ImageNet2023.04 | 59.2 | 64.1 | 63 | 42.7 | 52.5 | 56.6 | 82.8 | 57.5 | 36.3 | 56.6 | 67.1 | 48.2 | 53.5 | 41.9 | 84 | 78 | 62.3 | 48.9 | 48.4 | 75.2 | 64.4 | |
| Diff. DetectorEvaluation Protocol=DG, Diffusion Version=SD-1.52025.03 | 58.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PGST (Ours)source_domain=PASCAL VOC 2007, target_domain=Clipart, phrase_format=class, clipart2024.02 | 56.3 | 62.1 | 79.1 | 47.7 | 41.2 | 70.3 | 86.5 | 58.8 | 25.9 | 74.3 | 41.6 | 52.1 | 24.2 | 39.3 | — | 80.7 | 78.3 | 19.8 | 39.5 | 49.7 | 63.2 | |
| H2FASupervision Paradigm=Cross-Domain Weakly-Supervised, Backbone=ResNet-101, Pre-training=ImageNet2023.04 | 55.3 | 38.5 | 70.6 | 38.9 | 47.4 | 59.6 | 83.5 | 47 | 29.3 | 51.5 | 76.3 | 44.4 | 48.1 | 47.3 | 79.2 | 75.7 | 54.4 | 53.9 | 32 | 56.6 | 51.1 | |
| Diff. GuidedEvaluation Protocol=DG, Diffusion Version=SD-1.52025.03 | 54.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Diff. DetectorEvaluation Protocol=DG, Diffusion Version=SD-2.12025.03 | 51.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLIPsource_domain=PASCAL VOC 2007, target_domain=Clipart2024.02 | 50.8 | 61.4 | 74.6 | 50.1 | 29.9 | 60.7 | 63.4 | 50.7 | 20 | 68.3 | 44.6 | 42.1 | 24.4 | 40.3 | — | 77.9 | 68.4 | 3.4 | 45.6 | 50.7 | 56.5 | |
| ATSupervision Paradigm=Unsupervised Domain Adaptation, Backbone=ResNet-101, Pre-training=ImageNet2023.04 | 49.3 | 33.8 | 60.9 | 38.6 | 49.4 | 52.4 | 53.9 | 56.7 | 7.5 | 52.8 | 63.5 | 34 | 25 | 62.2 | 72.1 | 77.2 | 57.7 | 27.2 | 52 | 55.7 | 54.1 | |
| ATEvaluation Protocol=DA2025.03 | 49.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| D-ADAPTEvaluation Protocol=DA2025.03 | 49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| D-adaptsource_domain=PASCAL VOC 2007, target_domain=Clipart2024.02 | 49 | 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 | |
| PLGESupervision Paradigm=Cross-Domain Weakly-Supervised, Backbone=ResNet-101, Pre-training=ImageNet2023.04 | 47.6 | 43.4 | 52.5 | 29.4 | 40.1 | 30.4 | 71.9 | 54.9 | 3.6 | 52.4 | 73.8 | 53.5 | 24 | 54.8 | 89.1 | 65.1 | 40.5 | 32.3 | 33.8 | 45.4 | 61 | |
| DT+PLSupervision Paradigm=Cross-Domain Weakly-Supervised, Backbone=ResNet-101, Pre-training=ImageNet2023.04 | 47.1 | 51.6 | 84 | 30 | 41.1 | 52.3 | 82 | 50.2 | 19 | 51.8 | 58.3 | 41.3 | 14.6 | 47 | 86.2 | 58.6 | 24.9 | 22.5 | 47.4 | 52.8 | 48.9 | |
| CMTEvaluation Protocol=DA2025.03 | 47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TIAEvaluation Protocol=DA2025.03 | 46.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CIGAREvaluation Protocol=DA2025.03 | 46.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LODSEvaluation Protocol=DA2025.03 | 45.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UMTSupervision Paradigm=Unsupervised Domain Adaptation, Backbone=ResNet-101, Pre-training=ImageNet2023.04 | 44.1 | 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 | |
| ATFSupervision Paradigm=Unsupervised Domain Adaptation, Backbone=ResNet-101, Pre-training=ImageNet2023.04 | 42.1 | 41.9 | 67 | 27.4 | 36.4 | 41 | 48.5 | 42 | 13.1 | 39.2 | 75.1 | 33.4 | 7.9 | 41.2 | 56.2 | 61.4 | 50.6 | 42 | 25 | 53.1 | 39.1 | |
| DMSupervision Paradigm=Unsupervised Domain Adaptation, Backbone=ResNet-101, Pre-training=ImageNet2023.04 | 41.8 | 28.5 | 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 | |
| DivAlignEvaluation Protocol=DG2025.03 | 38.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CRDAsource_domain=PASCAL VOC 2007, target_domain=Clipart2024.02 | 38.3 | 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 | — | 61.3 | 46.3 | 22.3 | 24.3 | 49.1 | 44.3 | |
| Diff. GuidedEvaluation Protocol=DG, Diffusion Version=SD-2.12025.03 | 38.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWDAsource_domain=PASCAL VOC 2007, target_domain=Clipart2024.02 | 38.1 | 26.2 | 48.5 | 32.6 | 33.7 | 38.5 | 54.3 | 37.1 | 18.6 | 34.8 | 58.3 | 17 | 12.5 | 33.8 | — | 61.6 | 52 | 9.3 | 24.9 | 54.1 | 49.1 | |
| MAFsource_domain=PASCAL VOC 2007, target_domain=Clipart2024.02 | 36.8 | 38.1 | 61.1 | 25.8 | 43.9 | 40.3 | 41.6 | 40.3 | 9.2 | 37.1 | 48.4 | 24.2 | 13.4 | 36.4 | — | 57 | 52.5 | 18.2 | 24.3 | 32.9 | 39.3 | |
| WST-BSRsource_domain=PASCAL VOC 2007, target_domain=Clipart2024.02 | 35.7 | 28 | 64.5 | 23.9 | 19 | 21.9 | 64.3 | 43.5 | 16.4 | 42 | 25.9 | 30.5 | 7.9 | 25.5 | — | 54.5 | 36.4 | 10.3 | 31.2 | 57.4 | 43.5 | |
| Div.Evaluation Protocol=DG2025.03 | 33.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Unbiasedsource_domain=PASCAL VOC 2007, target_domain=Clipart2024.02 | 33.6 | 30.9 | 51.8 | 27.2 | 28 | 31.4 | 59 | 34.2 | 10 | 35.1 | 19.6 | 15.8 | 9.3 | 41.6 | — | 52.6 | 40.3 | 22.7 | 28.8 | 37.8 | 41.4 | |
| F-RCNNsource_domain=PASCAL VOC 2007, target_domain=Clipart2024.02 | 27.8 | 35.6 | 52.5 | 24.3 | 23 | 20 | 43.9 | 32.8 | 10.7 | 30.6 | 11.7 | 13.8 | 6 | 36.8 | — | 48.7 | 41.9 | 16.5 | 7.3 | 22.9 | 32 | |
| BDC-Fastersource_domain=PASCAL VOC 2007, target_domain=Clipart2024.02 | 25.6 | 20.2 | 46.4 | 20.4 | 19.3 | 18.7 | 41.3 | 26.5 | 6.4 | 33.2 | 11.7 | 26 | 1.7 | 36.6 | — | 37.7 | 44.5 | 10.6 | 20.4 | 33.3 | 15.5 | |
| DA-Fastersource_domain=PASCAL VOC 2007, target_domain=Clipart2024.02 | 19.8 | 15 | 34.6 | 12.4 | 11.9 | 19.8 | 21.1 | 23.2 | 3.1 | 22.1 | 26.3 | 10.6 | 10 | 19.6 | — | 34.6 | 29.3 | 1 | 17.1 | 19.7 | 24.8 | |
| CLNetSupervision Paradigm=Weakly-Supervised, Backbone=ResNet-101, Pre-training=ImageNet2023.04 | 7.8 | 3.2 | 22.3 | 2.2 | 0.7 | 4.6 | 4.8 | 17.5 | 0.2 | 4.8 | 1.6 | 6.4 | 0.6 | 4.7 | 0.6 | 12.5 | 13.1 | 14.1 | 4.1 | 8 | 29.7 | |
| WSDDNSupervision Paradigm=Weakly-Supervised, Backbone=ResNet-101, Pre-training=ImageNet2023.04 | 4.4 | 1.6 | 3.6 | 0.6 | 2.3 | 0.1 | 11.7 | 4.5 | 0 | 3.2 | 0.1 | 2.8 | 2.3 | 0.9 | 0.1 | 14.4 | 16 | 4.5 | 0.7 | 1.2 | 18.3 |