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ResearchFormerly WizWand

Semantic Segmentation on RAW ADE20K Low-light (LOW)

40.82mIoURAWild
2.558412.491722.42532.3583May 7, 2026May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RAWildBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0540.82
RAWildBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0539.57
UniISPBackbone=MIT-B5, Params(M)=89.47, Inference time(s)=0.2382026.0538.84
RAW-AdapterBackbone=MIT-B5, Params(M)=82.31, Inference time(s)=0.1212026.0538.75
UniISPBackbone=MIT-B3, Params(M)=51.92, Inference time(s)=0.2172026.0538.37
Dr.RAWBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0538.21
UniISP(w/o F)Backbone=MIT-B5, Params(M)=88.04, Inference time(s)=0.1852026.0538.13
Dark-ISPBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0538.06
Dirty-PixelBackbone=MIT-B5, Params(M)=86.29, Inference time(s)=0.1192026.0538.02
RAW-AdapterBackbone=MIT-B3, Params(M)=45.16, Inference time(s)=0.0522026.0537.62
DemosaicingInference time(s)=0.0852026.0537.55
UniISP(w/o F)Backbone=MIT-B3, Params(M)=50.49, Inference time(s)=0.1612026.0537.53
UniISP(w/o J)Inference time(s)=0.1522026.0537.42
Karaimer et al.Inference time(s)=0.2912026.0537.32
SIDInference time(s)=0.2082026.0537.06
Dirty-PixelBackbone=MIT-B3, Params(M)=48.92, Inference time(s)=0.0482026.0536.93
Linear-RAWBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0536.53
RAW-AdapterBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.0536.36
DNFInference time(s)=0.1382026.0535.88
Dr.RAWBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0535.81
Dark-ISPBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0535.59
Linear-RAWBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0535.38
RAW-AdapterBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.0534.53
RAWildBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0528.72
UniISPBackbone=MIT-B0, Params(M)=10.84, Inference time(s)=0.1922026.0526.08
UniISP(w/o F)Backbone=MIT-B0, Params(M)=9.37, Inference time(s)=0.1512026.0525.23
RAW-AdapterBackbone=MIT-B0, Params(M)=3.87, Inference time(s)=0.0382026.0525.06
Dirty-PixelBackbone=MIT-B0, Params(M)=8.00, Inference time(s)=0.0312026.0524.89
Dr.RAWBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0522.06
Dark-ISPBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0522.02
Linear-RAWBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0520.27
RAW-AdapterBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.0518.85
LiteISPBackbone=MIT-B5, Params(M)=82.01, Inference time(s)=0.1872026.055.52
InvISPInference time(s)=0.1452026.054.03