Object Detection on Comic (test)
1.2Bike Error (Eperf)PCL
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PCLAnnotation Setting=WSOD, Backbone=ResNet-1012023.04 | 1.2 | 5.2 | 0.4 | 8.9 | 2.9 | 2.3 | 15.6 | — | |
| EDRNAnnotation Setting=WSOD, Backbone=ResNet-1012023.04 | 1.6 | 6.4 | 0.5 | 13.2 | 7.2 | 2.5 | 13.2 | — | |
| SWDAAnnotation Setting=UDAOD, Backbone=ResNet-1012023.04 | 30.3 | 27.6 | 19.6 | 28.8 | 15.2 | 24.9 | 46.9 | — | |
| HTDAnnotation Setting=UDAOD, Backbone=ResNet-1012023.04 | 35.4 | 26.2 | 14.8 | 26.6 | 13.7 | 26.9 | 40 | — | |
| DBGLAnnotation Setting=UDAOD, Backbone=ResNet-1012023.04 | 35.6 | 29.7 | 20.3 | 33.9 | 16.4 | 26.6 | 45.3 | — | |
| DBGL2026.03 | 35.6 | — | 20.3 | 33.9 | 16.4 | 26.6 | 45.3 | 29.7 | |
| SWDA2026.03 | 36 | — | 18.3 | 29.3 | 9.3 | 22.9 | 48.4 | 27.4 | |
| FGRR2026.03 | 42.2 | — | 21.1 | 30.2 | 21.9 | 30 | 51.5 | 32.7 | |
| SIGMA++2026.03 | 45.7 | — | 22.4 | 36.9 | 25.5 | 27.9 | 62.5 | 37.1 | |
| I3NetAnnotation Setting=UDAOD, Backbone=ResNet-1012023.04 | 47.5 | 30.1 | 19.9 | 33.2 | 11.4 | 19.4 | 49.1 | — | |
| MCARAnnotation Setting=UDAOD, Backbone=ResNet-1012023.04 | 47.9 | 33.5 | 20.5 | 37.4 | 20.6 | 24.5 | 50.2 | — | |
| ICCMAnnotation Setting=CDWSOD, Backbone=ResNet-1012023.04 | 50.6 | 37.1 | 23.3 | 35.4 | 32.3 | 33.8 | 47.1 | — | |
| D-adapt2026.03 | 52.4 | — | 25.4 | 42.3 | 43.7 | 25.7 | 53.5 | 40.5 | |
| DT+PLAnnotation Setting=CDWSOD, Backbone=ResNet-1012023.04 | 53 | 35 | 23.7 | 34.4 | 27.4 | 27.2 | 44 | — | |
| PLGEAnnotation Setting=CDWSOD, Backbone=ResNet-1012023.04 | 55 | 41.7 | 21.2 | 40 | 35.1 | 37.9 | 60.9 | — | |
| H2FAAnnotation Setting=CDWSOD, Backbone=ResNet-1012023.04 | 55.3 | 46.4 | 26.6 | 45.9 | 38.1 | 45.6 | 66.8 | — | |
| DETR-GAAnnotation Setting=CDWSOD, Backbone=ResNet-1012023.04 | 57.4 | 48.5 | 36.1 | 39.9 | 42 | 49.4 | 66 | — | |
| Baseline(UDA)2026.03 | 60.2 | — | 17.8 | 52.3 | 15.3 | 17.8 | 63.9 | 37.9 | |
| DA-Mamba2026.03 | 61.7 | — | 23.1 | 55.9 | 27.2 | 28.1 | 66.6 | 43.8 | |
| Oracle2026.03 | 66.7 | — | 27.1 | 64 | 27.9 | 32.8 | 70.8 | 48.2 | |
| D-ADAPTEvaluation Protocol=DA2025.03 | — | — | — | — | — | — | — | 40.5 | |
| DBGLEvaluation Protocol=DA2025.03 | — | — | — | — | — | — | — | 29.7 | |
| Diff. DetectorEvaluation Protocol=DG, Diffusion Version=SD-1.52025.03 | — | — | — | — | — | — | — | 51.9 | |
| Diff. DetectorEvaluation Protocol=DG, Diffusion Version=SD-2.12025.03 | — | — | — | — | — | — | — | 46.6 | |
| Diff. GuidedEvaluation Protocol=DG, Diffusion Version=SD-1.52025.03 | — | — | — | — | — | — | — | 41.3 | |
| Diff. GuidedEvaluation Protocol=DG, Diffusion Version=SD-2.12025.03 | — | — | — | — | — | — | — | 31.7 | |
| Div.Evaluation Protocol=DG2025.03 | — | — | — | — | — | — | — | 25.5 | |
| DivAlignEvaluation Protocol=DG2025.03 | — | — | — | — | — | — | — | 33.2 | |
| I3NetEvaluation Protocol=DA2025.03 | — | — | — | — | — | — | — | 30.1 | |
| MCRAEvaluation Protocol=DA2025.03 | — | — | — | — | — | — | — | 33.5 | |
| SWDAEvaluation Protocol=DA2025.03 | — | — | — | — | — | — | — | 29.4 |