Object Detection Reliability Estimation on Foggy Cityscapes OOD
0.667Pearson Correlation CoefficientContrastiveConf
Evaluation results
| Method | Links | |
|---|---|---|
| ContrastiveConfModel Architecture=Cal-DETR, Post-processing=Optimal2024.12 | 0.667 | |
| Conf+Model Architecture=Cal-DETR, Post-processing=Optimal2024.12 | 0.662 | |
| ContrastiveConfModel Architecture=D-DETR, Post-processing=Optimal2024.12 | 0.66 | |
| ContrastiveConfModel Architecture=DINO, Post-processing=Optimal2024.12 | 0.647 | |
| Conf+Model Architecture=D-DETR, Post-processing=Optimal2024.12 | 0.642 | |
| Conf+Model Architecture=DINO, Post-processing=Optimal2024.12 | 0.634 | |
| ContrastiveConfModel Architecture=UP-DETR, Post-processing=Optimal2024.12 | 0.612 | |
| Conf+Model Architecture=UP-DETR, Post-processing=Optimal2024.12 | 0.561 | |
| ContrastiveConfModel Architecture=D-DETR, Post-processing=OCE2024.12 | 0.35 | |
| ContrastiveConfModel Architecture=DINO, Post-processing=OCE2024.12 | 0.327 | |
| ContrastiveConfModel Architecture=Cal-DETR, Post-processing=OCE2024.12 | 0.317 | |
| Conf+Model Architecture=D-DETR, Post-processing=OCE2024.12 | 0.276 | |
| ContrastiveConfModel Architecture=UP-DETR, Post-processing=OCE2024.12 | 0.275 | |
| Conf+Model Architecture=DINO, Post-processing=OCE2024.12 | 0.274 | |
| Conf+Model Architecture=Cal-DETR, Post-processing=OCE2024.12 | 0.27 | |
| Conf+Model Architecture=Cal-DETR, Post-processing=0.32024.12 | 0.258 | |
| Conf+Model Architecture=DINO, Post-processing=0.32024.12 | 0.258 | |
| Conf+Model Architecture=D-DETR, Post-processing=0.32024.12 | 0.256 | |
| Conf+Model Architecture=UP-DETR, Post-processing=0.32024.12 | 0.195 | |
| Conf+Model Architecture=UP-DETR, Post-processing=OCE2024.12 | 0.191 | |
| Conf-Model Architecture=UP-DETR, Post-processing=Optimal2024.12 | -0.177 | |
| Conf-Model Architecture=DINO, Post-processing=Optimal2024.12 | -0.196 | |
| Conf-Model Architecture=Cal-DETR, Post-processing=Optimal2024.12 | -0.212 | |
| Conf+Model Architecture=DINO, Post-processing=Top-1002024.12 | -0.229 | |
| Conf-Model Architecture=D-DETR, Post-processing=Optimal2024.12 | -0.235 | |
| Conf+Model Architecture=Cal-DETR, Post-processing=Top-1002024.12 | -0.239 | |
| Conf-Model Architecture=Cal-DETR, Post-processing=OCE2024.12 | -0.253 | |
| Conf-Model Architecture=UP-DETR, Post-processing=OCE2024.12 | -0.256 | |
| Conf+Model Architecture=UP-DETR, Post-processing=Top-1002024.12 | -0.262 | |
| Conf+Model Architecture=D-DETR, Post-processing=Top-1002024.12 | -0.27 | |
| Conf-Model Architecture=DINO, Post-processing=OCE2024.12 | -0.283 | |
| Conf-Model Architecture=D-DETR, Post-processing=OCE2024.12 | -0.322 |