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ResearchFormerly WizWand

Semantic Segmentation on ADE20K RAW Normal (NM) (mIoU)

48.04mIoUUniISP
25.451231.315637.1843.0444May 7, 2026May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UniISPBackbone=MIT-B5, Params(M)=89.47, Inference time(s)=0.2382026.0548.04
RAW-AdapterBackbone=MIT-B5, Params(M)=82.31, Inference time(s)=0.1212026.0547.95
UniISP(w/o F)Backbone=MIT-B5, Params(M)=88.04, Inference time(s)=0.1852026.0547.94
Dirty-PixelBackbone=MIT-B5, Params(M)=86.29, Inference time(s)=0.1192026.0547.86
InvISPInference time(s)=0.1452026.0547.82
DemosaicingInference time(s)=0.0852026.0547.47
RAWildBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0547.08
Dark-ISPBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0546.8
UniISPBackbone=MIT-B3, Params(M)=51.92, Inference time(s)=0.2172026.0546.7
Dr.RAWBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0546.66
UniISP(w/o F)Backbone=MIT-B3, Params(M)=50.49, Inference time(s)=0.1612026.0546.65
RAW-AdapterBackbone=MIT-B3, Params(M)=45.16, Inference time(s)=0.0522026.0546.57
UniISP(w/o J)Inference time(s)=0.1522026.0546.38
Dirty-PixelBackbone=MIT-B3, Params(M)=48.92, Inference time(s)=0.0482026.0546.19
Karaimer et al.Inference time(s)=0.2912026.0545.48
Linear-RAWBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0545.46
RAW-AdapterBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0545.41
RAWildBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0545.16
Dr.RAWBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0544.77
RAW-AdapterBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0544.57
Dark-ISPBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0544.32
Linear-RAWBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0544.03
LiteISPBackbone=MIT-B5, Params(M)=82.01, Inference time(s)=0.1872026.0543.22
RAWildBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0535.34
UniISPBackbone=MIT-B0, Params(M)=10.84, Inference time(s)=0.1922026.0535.02
UniISP(w/o F)Backbone=MIT-B0, Params(M)=9.37, Inference time(s)=0.1512026.0534.83
RAW-AdapterBackbone=MIT-B0, Params(M)=3.87, Inference time(s)=0.0382026.0534.72
Dirty-PixelBackbone=MIT-B0, Params(M)=8.00, Inference time(s)=0.0312026.0534.43
Dr.RAWBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0531.34
Dark-ISPBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0531.31
RAW-AdapterBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0529.39
Linear-RAWBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0526.32