Object Detection on Sim10k to Cityscapes (S2C)
71.2mAPRT-SFOD
Evaluation Results
| Method | Links | |
|---|---|---|
| RT-SFODCat.=SFOD, Base=YOLOv10L2026.06 | 71.2 | |
| SF-YOLOCat.=SFOD, Base=YOLOv5L2026.06 | 69.8 | |
| Oracle2023.11 | 68.9 | |
| VFMCat.=SFOD, Base=DefDETR2026.06 | 67.4 | |
| DA-AdaBackbone=CLIP-based2024.10 | 67.3 | |
| DA-Ada2024.10 | 67.3 | |
| SEEN-DACat.=UDA, Base=FRCNN2026.06 | 66.8 | |
| RT-SFODCat.=SFOD, Base=YOLOv10M2026.06 | 66.4 | |
| HT2024.10 | 65.5 | |
| HT2024.10 | 65.5 | |
| DATRCat.=UDA, Base=DETR2026.06 | 64.3 | |
| FRANCKCat.=SFOD, Base=DefDETR2026.06 | 63.1 | |
| DA-ProBackbone=CLIP-based2024.10 | 62.9 | |
| DA-Pro2024.10 | 62.9 | |
| RT-SFODCat.=SFOD, Base=YOLOv10S2026.06 | 59.8 | |
| OADA2024.10 | 59.2 | |
| FALCONCat.=SFOD, Base=FRCNN2026.06 | 58.8 | |
| DRUCat.=SFOD, Base=DefDETR2026.06 | 58.7 | |
| CIGAR2024.10 | 58.5 | |
| CIGAR2024.10 | 58.5 | |
| D2-UDA2024.10 | 58.1 | |
| D2-UDA2024.10 | 58.1 | |
| PETS2023.11 | 57.8 | |
| CSDA2024.10 | 57.8 | |
| CSDA2024.10 | 57.8 | |
| PETSCat.=SFOD, Base=FRCNN2026.06 | 57.8 | |
| SIGMA++2024.10 | 57.7 | |
| SIGMA++2024.10 | 57.7 | |
| SF-YOLOCat.=SFOD, Base=YOLOv5S2026.06 | 57.7 | |
| YOLOv10LCat.=S, Base=YOLOv10L2026.06 | 56.5 | |
| NSA-UDA2024.10 | 56.3 | |
| NSA-UDA2024.10 | 56.3 | |
| SimpleCat.=SFOD, Base=FRCNN2026.06 | 55.4 | |
| SIGMA2024.10 | 53.7 | |
| YOLOv10MCat.=S, Base=YOLOv10M2026.06 | 53.5 | |
| SCAN2024.10 | 52.6 | |
| YOLOv10SCat.=S, Base=YOLOv10S2026.06 | 51.2 | |
| LPLDCat.=SFOD, Base=FRCNN2026.06 | 49.4 | |
| SAD2024.10 | 49.2 | |
| CR-DA-DET2023.11 | 46.1 | |
| IRGCat.=SFOD, Base=FRCNN2026.06 | 45.2 | |
| MEGA-CDA2023.11 | 44.8 | |
| MEGA2024.10 | 44.8 | |
| DSS2024.10 | 44.5 | |
| DDF2024.10 | 44.3 | |
| A2SFOD2023.11 | 44 | |
| IRG2023.11 | 43.2 | |
| SEDconfig=Mosaic2023.11 | 43.1 | |
| UMT2023.11 | 43.1 | |
| NL2023.11 | 43 | |
| HTCN2023.11 | 42.5 | |
| SED2023.11 | 42.3 | |
| AT-Faster2023.11 | 42.1 | |
| MAF2023.11 | 41.1 | |
| Source only2023.11 | 40.5 | |
| DA-Faster2024.10 | 38.2 | |
| DA-Faster2024.10 | 38.2 |