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ResearchFormerly WizWand

Semantic Segmentation on RAW ADE20K (Over-exposure (OE))

46.65mIoUUniISP
26.037231.388636.7442.0914May 7, 2026May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UniISPBackbone=MIT-B5, Params(M)=89.47, Inference time(s)=0.2382026.0546.65
RAW-AdapterBackbone=MIT-B5, Params(M)=82.31, Inference time(s)=0.1212026.0546.62
UniISP(w/o F)Backbone=MIT-B5, Params(M)=88.04, Inference time(s)=0.1852026.0546.6
Dirty-PixelBackbone=MIT-B5, Params(M)=86.29, Inference time(s)=0.1192026.0546.5
DemosaicingInference time(s)=0.0852026.0545.69
RAWildBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0545.6
Dark-ISPBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0544.88
Dr.RAWBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0544.75
UniISPBackbone=MIT-B3, Params(M)=51.92, Inference time(s)=0.2172026.0544.71
UniISP(w/o J)Inference time(s)=0.1522026.0544.37
InvISPInference time(s)=0.1452026.0544.3
UniISP(w/o F)Backbone=MIT-B3, Params(M)=50.49, Inference time(s)=0.1612026.0544.26
RAW-AdapterBackbone=MIT-B3, Params(M)=45.16, Inference time(s)=0.0522026.0544.19
Dirty-PixelBackbone=MIT-B3, Params(M)=48.92, Inference time(s)=0.0482026.0544.13
Linear-RAWBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0544.04
RAW-AdapterBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0543.85
RAWildBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0543.81
Dr.RAWBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0543.43
Karaimer et al.Inference time(s)=0.2912026.0542.85
RAW-AdapterBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0542.84
Dark-ISPBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0542.83
Linear-RAWBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0542.29
LiteISPBackbone=MIT-B5, Params(M)=82.01, Inference time(s)=0.1872026.0542.01
RAWildBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0533.72
UniISPBackbone=MIT-B0, Params(M)=10.84, Inference time(s)=0.1922026.0532.18
UniISP(w/o F)Backbone=MIT-B0, Params(M)=9.37, Inference time(s)=0.1512026.0532.04
RAW-AdapterBackbone=MIT-B0, Params(M)=3.87, Inference time(s)=0.0382026.0531.91
Dirty-PixelBackbone=MIT-B0, Params(M)=8.00, Inference time(s)=0.0312026.0531.1
Dr.RAWBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0529.29
Dark-ISPBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0529.17
Linear-RAWBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0526.91
RAW-AdapterBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0526.83