Object Detection on PASCALRAW Overexposed
89.7mAPUniISP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UniISPDetector=RetinaNet, Backbone=ResNet-502026.05 | 89.7 | — | — | |
| RAW-AdapterDetector=RetinaNet, Backbone=ResNet-502026.05 | 89.5 | — | — | |
| UniISP(w/o F)Detector=RetinaNet, Backbone=ResNet-502026.05 | 89.5 | — | — | |
| UniISPDetector=RetinaNet, Backbone=ResNet-182026.05 | 89 | — | — | |
| Dirty-PixelDetector=RetinaNet, Backbone=ResNet-502026.05 | 89 | — | — | |
| DemosaicingDetector=RetinaNet, Backbone=ResNet-502026.05 | 88.8 | — | — | |
| RAW-AdapterDetector=RetinaNet, Backbone=ResNet-182026.05 | 88.7 | — | — | |
| UniISP(w/o F)Detector=RetinaNet, Backbone=ResNet-182026.05 | 88.4 | — | — | |
| Dirty-PixelDetector=RetinaNet, Backbone=ResNet-182026.05 | 88 | — | — | |
| DemosaicingDetector=RetinaNet, Backbone=ResNet-182026.05 | 87.7 | — | — | |
| UniISP(w/o J)Detector=RetinaNet, Backbone=ResNet-502026.05 | 87.6 | — | — | |
| InvISPDetector=RetinaNet, Backbone=ResNet-502026.05 | 87.3 | — | — | |
| Karaimer et al.Detector=RetinaNet, Backbone=ResNet-502026.05 | 86.8 | — | — | |
| InvISPDetector=RetinaNet, Backbone=ResNet-182026.05 | 86.6 | — | — | |
| UniISP(w/o J)Detector=RetinaNet, Backbone=ResNet-182026.05 | 86.2 | — | — | |
| Karaimer et al.Detector=RetinaNet, Backbone=ResNet-182026.05 | 85.6 | — | — | |
| LiteISPDetector=RetinaNet, Backbone=ResNet-502026.05 | 85.1 | — | — | |
| LiteISPDetector=RetinaNet, Backbone=ResNet-182026.05 | 84.2 | — | — | |
| AdaptiveISPBackbone=ResNet-502026.05 | — | 90.11 | 76.36 | |
| AdaptiveISPBackbone=Swin-Transformer2026.05 | — | 88.83 | 73.08 | |
| Dark-ISPBackbone=ResNet-502026.05 | — | 88.4 | 68.9 | |
| Dark-ISPBackbone=Swin-Transformer2026.05 | — | 89.8 | 75.56 | |
| Default-ISPBackbone=ResNet-502026.05 | — | 89.67 | 73.33 | |
| DefaultISPBackbone=Swin-Transformer2026.05 | — | 89.66 | 74.1 | |
| Dr.RAWBackbone=ResNet-502026.05 | — | 89.82 | 76.24 | |
| Dr.RAWBackbone=Swin-Transformer2026.05 | — | 89.58 | 71.9 | |
| Linear-RAWBackbone=ResNet-502026.05 | — | 87.47 | 72.98 | |
| Linear-RAWBackbone=Swin-Transformer2026.05 | — | 87.33 | 61.96 | |
| RAW-AdapterBackbone=ResNet-502026.05 | — | 89.87 | 73.33 | |
| RAW-AdapterBackbone=Swin-Transformer2026.05 | — | 89.67 | 75.46 | |
| RAWildBackbone=ResNet-502026.05 | — | 90.2 | 76.9 | |
| RAWildBackbone=Swin-Transformer2026.05 | — | 93.13 | 79.21 | |
| ReconfigISPBackbone=ResNet-502026.05 | — | 89.89 | 72.63 | |
| ReconfigISPBackbone=Swin-Transformer2026.05 | — | 90.17 | 76.18 |