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ResearchFormerly WizWand

Object Detection on PASCALRAW Normal

89.8mAPUniISP(w/o F)
85.01686.25887.588.742May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UniISP(w/o F)Detector=RetinaNet, Backbone=ResNet-502026.0589.8——
UniISPDetector=RetinaNet, Backbone=ResNet-502026.0589.8——
Dirty-PixelDetector=RetinaNet, Backbone=ResNet-502026.0589.7——
RAW-AdapterDetector=RetinaNet, Backbone=ResNet-502026.0589.7——
UniISP(w/o J)Detector=RetinaNet, Backbone=ResNet-502026.0589.7——
Default ISPDetector=RetinaNet, Backbone=ResNet-502026.0589.6——
Karaimer et al.Detector=RetinaNet, Backbone=ResNet-502026.0589.4——
DemosaicingDetector=RetinaNet, Backbone=ResNet-502026.0589.2——
UniISPDetector=RetinaNet, Backbone=ResNet-182026.0589.1——
UniISP(w/o F)Detector=RetinaNet, Backbone=ResNet-182026.0589——
RAW-AdapterDetector=RetinaNet, Backbone=ResNet-182026.0588.7——
UniISP(w/o J)Detector=RetinaNet, Backbone=ResNet-182026.0588.7——
Dirty-PixelDetector=RetinaNet, Backbone=ResNet-182026.0588.6——
LiteISPDetector=RetinaNet, Backbone=ResNet-502026.0588.5——
Default ISPDetector=RetinaNet, Backbone=ResNet-182026.0588.3——
Karaimer et al.Detector=RetinaNet, Backbone=ResNet-182026.0588.1——
DemosaicingDetector=RetinaNet, Backbone=ResNet-182026.0587.7——
InvISPDetector=RetinaNet, Backbone=ResNet-502026.0587.6——
InvISPDetector=RetinaNet, Backbone=ResNet-182026.0585.4——
LiteISPDetector=RetinaNet, Backbone=ResNet-182026.0585.2——
AdaptiveISPBackbone=ResNet-502026.05—0.9014—
AdaptiveISPBackbone=Swin-Transformer2026.05—0.87040.7239
Dark-ISPBackbone=ResNet-502026.05—0.8940.755
Dark-ISPBackbone=Swin-Transformer2026.05—0.9010.7672
Default-ISPBackbone=ResNet-502026.05—0.89590.7328
DefaultISPBackbone=Swin-Transformer2026.05—0.90230.7769
Dr.RAWBackbone=ResNet-502026.05—0.89830.7639
Dr.RAWBackbone=Swin-Transformer2026.05—0.89860.7591
Linear-RAWBackbone=ResNet-502026.05—0.86610.7273
Linear-RAWBackbone=Swin-Transformer2026.05—0.87070.6882
RAW-AdapterBackbone=ResNet-502026.05—0.89420.727
RAW-AdapterBackbone=Swin-Transformer2026.05—0.90170.7869
RAWildBackbone=ResNet-502026.05—0.9020.769
RAWildBackbone=Swin-Transformer2026.05—0.93420.7792
ReconfigISPBackbone=ResNet-502026.05—0.89490.7286
ReconfigISPBackbone=Swin-Transformer2026.05—0.89460.7165