Object Detection Reliability Estimation on Cityscapes near OOD
0.659Pearson Correlation CoefficientContrastiveConf
Evaluation results
| Method | Links | |
|---|---|---|
| ContrastiveConfModel Architecture=D-DETR, Post-processing=Optimal2024.12 | 0.659 | |
| ContrastiveConfModel Architecture=Cal-DETR, Post-processing=Optimal2024.12 | 0.656 | |
| Conf+Model Architecture=Cal-DETR, Post-processing=Optimal2024.12 | 0.649 | |
| Conf+Model Architecture=D-DETR, Post-processing=Optimal2024.12 | 0.647 | |
| ContrastiveConfModel Architecture=DINO, Post-processing=Optimal2024.12 | 0.644 | |
| Conf+Model Architecture=DINO, Post-processing=Optimal2024.12 | 0.633 | |
| ContrastiveConfModel Architecture=UP-DETR, Post-processing=Optimal2024.12 | 0.601 | |
| Conf+Model Architecture=UP-DETR, Post-processing=Optimal2024.12 | 0.555 | |
| ContrastiveConfModel Architecture=Cal-DETR, Post-processing=OCE2024.12 | 0.441 | |
| ContrastiveConfModel Architecture=DINO, Post-processing=OCE2024.12 | 0.44 | |
| ContrastiveConfModel Architecture=D-DETR, Post-processing=OCE2024.12 | 0.407 | |
| Conf+Model Architecture=DINO, Post-processing=0.32024.12 | 0.399 | |
| Conf+Model Architecture=Cal-DETR, Post-processing=OCE2024.12 | 0.393 | |
| Conf+Model Architecture=Cal-DETR, Post-processing=0.32024.12 | 0.385 | |
| Conf+Model Architecture=DINO, Post-processing=OCE2024.12 | 0.37 | |
| ContrastiveConfModel Architecture=UP-DETR, Post-processing=OCE2024.12 | 0.359 | |
| Conf+Model Architecture=D-DETR, Post-processing=0.32024.12 | 0.353 | |
| Conf+Model Architecture=D-DETR, Post-processing=OCE2024.12 | 0.33 | |
| Conf+Model Architecture=UP-DETR, Post-processing=OCE2024.12 | 0.252 | |
| Conf+Model Architecture=UP-DETR, Post-processing=0.32024.12 | 0.229 | |
| Conf-Model Architecture=UP-DETR, Post-processing=Optimal2024.12 | -0.293 | |
| Conf-Model Architecture=D-DETR, Post-processing=Optimal2024.12 | -0.296 | |
| Conf-Model Architecture=DINO, Post-processing=Optimal2024.12 | -0.311 | |
| Conf-Model Architecture=Cal-DETR, Post-processing=Optimal2024.12 | -0.33 | |
| Conf-Model Architecture=UP-DETR, Post-processing=OCE2024.12 | -0.349 | |
| Conf+Model Architecture=Cal-DETR, Post-processing=Top-1002024.12 | -0.372 | |
| Conf+Model Architecture=D-DETR, Post-processing=Top-1002024.12 | -0.374 | |
| Conf-Model Architecture=Cal-DETR, Post-processing=OCE2024.12 | -0.379 | |
| Conf-Model Architecture=D-DETR, Post-processing=OCE2024.12 | -0.382 | |
| Conf+Model Architecture=DINO, Post-processing=Top-1002024.12 | -0.391 | |
| Conf-Model Architecture=DINO, Post-processing=OCE2024.12 | -0.394 | |
| Conf+Model Architecture=UP-DETR, Post-processing=Top-1002024.12 | -0.409 |