Object Detection on Cityscapes + KITTI S+T
86.1Car APTarget-only
Evaluation results
| Method | Links | |
|---|---|---|
| Target-onlyReal Source (S)=true, Real Target (T)=Annotated, Protocol=Protocol 12026.01 | 86.1 | |
| Target-onlyReal Source (S)=true, Real Target (T)=Annotated, Protocol=Protocol 12026.01 | 86.1 | |
| Strong-Weak DAReal Source (S)=true, Real Target (T)=Unannotated, Protocol=Protocol 12026.01 | 82.1 | |
| OURS-S+CReal Source (S)=true, Fake CycleGAN (C)=true, Protocol=Protocol 12026.01 | 81.3 | |
| DA-FasterReal Source (S)=true, Real Target (T)=Unannotated, Protocol=Protocol 12026.01 | 81.2 | |
| OURS-S+C+AReal Source (S)=true, Fake CycleGAN (C)=true, Fake AST-AdaIN (A)=true, Protocol=Protocol 12026.01 | 80.8 | |
| OURS-S+AReal Source (S)=true, Fake AST-AdaIN (A)=true, Protocol=Protocol 12026.01 | 80.6 | |
| Source-onlyReal Source (S)=true, Protocol=Protocol 12026.01 | 80 | |
| Target-onlyReal Source (S)=true, Real Target (T)=Annotated, Protocol=Protocol 22026.01 | 78.3 | |
| Target-onlyReal Source (S)=true, Real Target (T)=Annotated, Protocol=Protocol 22026.01 | 78.3 | |
| OURS-S+C+AReal Source (S)=true, Fake CycleGAN (C)=true, Fake AST-AdaIN (A)=true, Protocol=Protocol 12026.01 | 73.7 | |
| OURS-S+CReal Source (S)=true, Fake CycleGAN (C)=true, Protocol=Protocol 12026.01 | 73.3 | |
| OURS-S+AReal Source (S)=true, Fake AST-AdaIN (A)=true, Protocol=Protocol 12026.01 | 72.9 | |
| Source-onlyReal Source (S)=true, Protocol=Protocol 12026.01 | 71.9 | |
| OURS-S+C+AReal Source (S)=true, Fake CycleGAN (C)=true, Fake AST-AdaIN (A)=true, Protocol=Protocol 22026.01 | 70.1 | |
| OURS-S+CReal Source (S)=true, Fake CycleGAN (C)=true, Protocol=Protocol 22026.01 | 69.4 | |
| DA-FasterReal Source (S)=true, Real Target (T)=Unannotated, Protocol=Protocol 12026.01 | 68.8 | |
| OURS-S+AReal Source (S)=true, Fake AST-AdaIN (A)=true, Protocol=Protocol 22026.01 | 68.8 | |
| Strong-Weak DAReal Source (S)=true, Real Target (T)=Unannotated, Protocol=Protocol 22026.01 | 68.8 | |
| OURS-S+CReal Source (S)=true, Fake CycleGAN (C)=true, Protocol=Protocol 22026.01 | 68.5 | |
| OURS-S+C+AReal Source (S)=true, Fake CycleGAN (C)=true, Fake AST-AdaIN (A)=true, Protocol=Protocol 22026.01 | 68.3 | |
| Source-onlyReal Source (S)=true, Protocol=Protocol 22026.01 | 68.2 | |
| OURS-S+AReal Source (S)=true, Fake AST-AdaIN (A)=true, Protocol=Protocol 22026.01 | 68 | |
| DA-FasterReal Source (S)=true, Real Target (T)=Unannotated, Protocol=Protocol 22026.01 | 66.5 | |
| Source-onlyReal Source (S)=true, Protocol=Protocol 22026.01 | 65.2 | |
| Strong-Weak DAReal Source (S)=true, Real Target (T)=Unannotated, Protocol=Protocol 22026.01 | 64.9 | |
| DA-FasterReal Source (S)=true, Real Target (T)=Unannotated, Protocol=Protocol 22026.01 | 64.5 | |
| Strong-Weak DAReal Source (S)=true, Real Target (T)=Unannotated, Protocol=Protocol 12026.01 | 63.2 |