Object Detection on Watercolor (test)
5.2Bike Prediction ErrorEDRN
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| EDRNMethod Group=WS Group, Source Domain=VOC2023.04 | 5.2 | 14.5 | 29.3 | 15.3 | 1.4 | 0.9 | 34.9 | — | |
| PCLMethod Group=WS Group, Source Domain=VOC2023.04 | 6.7 | 16.3 | 28.8 | 20.2 | 9.5 | 5.4 | 27.4 | — | |
| BDC-Fasteryear=20192024.02 | 68.6 | — | 48.3 | 47.2 | 26.5 | 21.7 | 60.5 | 45.5 | |
| F-RCNNyear=20172024.02 | 68.8 | — | 46.8 | 37.2 | 32.7 | 21.3 | 60.7 | 44.6 | |
| HTDMethod Group=UDA Group, Source Domain=VOC2023.04 | 69.2 | 49.2 | 49.5 | 49.5 | 34.9 | 30.8 | 61.2 | — | |
| MAFyear=20192024.02 | 73.4 | — | 55.7 | 46.4 | 36.8 | 28.9 | 60.8 | 50.3 | |
| PLGEMethod Group=CDWS Group, Source Domain=VOC2023.04 | 73.7 | 56.5 | 56.1 | 50.6 | 42.5 | 41.8 | 74.6 | — | |
| DA-Fasteryear=20182024.02 | 75.2 | — | 40.6 | 48 | 31.5 | 20.6 | 60 | 46 | |
| WST-BSRyear=20192024.02 | 75.6 | — | 45.8 | 49.3 | 34.1 | 30.3 | 64.1 | 49.9 | |
| D-adaptyear=2022a2024.02 | 77.4 | — | 54 | 52.8 | 43.9 | 48.1 | 68.9 | 57.5 | |
| GLIPyear=2022a2024.02 | 77.6 | — | 51.6 | 54.3 | 35.5 | 29.9 | 72.8 | 53.6 | |
| ATFMethod Group=UDA Group, Source Domain=VOC2023.04 | 78.8 | 54.9 | 59.9 | 47.9 | 41 | 34.8 | 66.9 | — | |
| DETR-GAMethod Group=CDWS Group, Source Domain=VOC, Backbone=ResNet-1012023.04 | 80.5 | 60 | 59.5 | 55.4 | 48.9 | 43.4 | 72 | — | |
| DT+PLMethod Group=CDWS Group, Source Domain=VOC, Backbone=ResNet-1012023.04 | 81 | 48.8 | 49.5 | 39.5 | 32.3 | 28.4 | 62.4 | — | |
| I3 NetMethod Group=UDA Group, Source Domain=VOC2023.04 | 81.1 | 51.5 | 49.3 | 46.2 | 35 | 31.9 | 65.7 | — | |
| SWDAMethod Group=UDA Group, Source Domain=VOC2023.04 | 82.3 | 53.3 | 55.9 | 46.5 | 32.7 | 35.5 | 66.7 | — | |
| SWDAyear=20192024.02 | 82.3 | — | 55.9 | 46.5 | 32.7 | 35.5 | 66.7 | 53.3 | |
| DBGLMethod Group=UDA Group, Source Domain=VOC2023.04 | 83.1 | 53.8 | 49.3 | 50.6 | 39.8 | 38.7 | 51.3 | — | |
| PGSTframework=Phrase Grounding-based Style Transfer2024.02 | 85.6 | — | 52 | 53.8 | 41.6 | 36.3 | 74.1 | 57.2 | |
| ICCMMethod Group=CDWS Group, Source Domain=VOC2023.04 | 86.6 | 57.4 | 64.2 | 52.6 | 32.4 | 41.2 | 67.4 | — | |
| MCARMethod Group=UDA Group, Source Domain=VOC2023.04 | 87.9 | 56 | 52.1 | 51.8 | 41.6 | 33.8 | 68.8 | — | |
| MCARyear=2020b2024.02 | 87.9 | — | 52.1 | 51.8 | 41.6 | 33.8 | 68.8 | 56 | |
| UMTMethod Group=UDA Group, Source Domain=VOC2023.04 | 88.2 | 58.1 | 55.3 | 51.7 | 39.8 | 43.6 | 69.9 | — | |
| UMT*year=20212024.02 | 88.2 | — | 55.3 | 51.7 | 39.8 | 43.6 | 69.9 | 58.1 | |
| H2FAMethod Group=CDWS Group, Source Domain=VOC, Backbone=ResNet-1012023.04 | 88.6 | 59.9 | 52.4 | 53.6 | 46.4 | 44.5 | 73.8 | — | |
| VDDMethod Group=UDA Group, Source Domain=VOC2023.04 | 90 | 56.6 | 56.6 | 49.2 | 39.5 | 38.8 | 65.3 | — | |
| ATMethod Group=UDA Group, Source Domain=VOC2023.04 | 93.6 | 59.9 | 56.1 | 58.9 | 37.3 | 39.6 | 73.8 | — | |
| IIODMethod Group=UDA Group, Source Domain=VOC2023.04 | 95.8 | 56.9 | 54.3 | 48.3 | 42.4 | 35.1 | 65.8 | — | |
| ATEvaluation Protocol=DA2025.03 | — | — | — | — | — | — | — | 59.9 | |
| DBGLEvaluation Protocol=DA2025.03 | — | — | — | — | — | — | — | 53.8 | |
| Diff. DetectorEvaluation Protocol=DG, Diffusion Version=SD-1.52025.03 | — | — | — | — | — | — | — | 68.4 | |
| Diff. DetectorEvaluation Protocol=DG, Diffusion Version=SD-2.12025.03 | — | — | — | — | — | — | — | 62.1 | |
| Diff. GuidedEvaluation Protocol=DG, Diffusion Version=SD-1.52025.03 | — | — | — | — | — | — | — | 66.9 | |
| Diff. GuidedEvaluation Protocol=DG, Diffusion Version=SD-2.12025.03 | — | — | — | — | — | — | — | 59.7 | |
| Div.Evaluation Protocol=DG2025.03 | — | — | — | — | — | — | — | 52.5 | |
| DivAlignEvaluation Protocol=DG2025.03 | — | — | — | — | — | — | — | 57.4 | |
| I3NetEvaluation Protocol=DA2025.03 | — | — | — | — | — | — | — | 51.5 | |
| LODSEvaluation Protocol=DA2025.03 | — | — | — | — | — | — | — | 58.2 | |
| MCRAEvaluation Protocol=DA2025.03 | — | — | — | — | — | — | — | 56 | |
| SWDAEvaluation Protocol=DA2025.03 | — | — | — | — | — | — | — | 53.3 |