Semantic Segmentation on RAW ADE20K Low-light (LOW)
40.82mIoURAWild
Evaluation Results
| Method | Links | |
|---|---|---|
| RAWildBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.05 | 40.82 | |
| RAWildBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.05 | 39.57 | |
| UniISPBackbone=MIT-B5, Params(M)=89.47, Inference time(s)=0.2382026.05 | 38.84 | |
| RAW-AdapterBackbone=MIT-B5, Params(M)=82.31, Inference time(s)=0.1212026.05 | 38.75 | |
| UniISPBackbone=MIT-B3, Params(M)=51.92, Inference time(s)=0.2172026.05 | 38.37 | |
| Dr.RAWBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.05 | 38.21 | |
| UniISP(w/o F)Backbone=MIT-B5, Params(M)=88.04, Inference time(s)=0.1852026.05 | 38.13 | |
| Dark-ISPBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.05 | 38.06 | |
| Dirty-PixelBackbone=MIT-B5, Params(M)=86.29, Inference time(s)=0.1192026.05 | 38.02 | |
| RAW-AdapterBackbone=MIT-B3, Params(M)=45.16, Inference time(s)=0.0522026.05 | 37.62 | |
| DemosaicingInference time(s)=0.0852026.05 | 37.55 | |
| UniISP(w/o F)Backbone=MIT-B3, Params(M)=50.49, Inference time(s)=0.1612026.05 | 37.53 | |
| UniISP(w/o J)Inference time(s)=0.1522026.05 | 37.42 | |
| Karaimer et al.Inference time(s)=0.2912026.05 | 37.32 | |
| SIDInference time(s)=0.2082026.05 | 37.06 | |
| Dirty-PixelBackbone=MIT-B3, Params(M)=48.92, Inference time(s)=0.0482026.05 | 36.93 | |
| Linear-RAWBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.05 | 36.53 | |
| RAW-AdapterBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.05 | 36.36 | |
| DNFInference time(s)=0.1382026.05 | 35.88 | |
| Dr.RAWBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.05 | 35.81 | |
| Dark-ISPBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.05 | 35.59 | |
| Linear-RAWBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.05 | 35.38 | |
| RAW-AdapterBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.05 | 34.53 | |
| RAWildBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.05 | 28.72 | |
| UniISPBackbone=MIT-B0, Params(M)=10.84, Inference time(s)=0.1922026.05 | 26.08 | |
| UniISP(w/o F)Backbone=MIT-B0, Params(M)=9.37, Inference time(s)=0.1512026.05 | 25.23 | |
| RAW-AdapterBackbone=MIT-B0, Params(M)=3.87, Inference time(s)=0.0382026.05 | 25.06 | |
| Dirty-PixelBackbone=MIT-B0, Params(M)=8.00, Inference time(s)=0.0312026.05 | 24.89 | |
| Dr.RAWBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.05 | 22.06 | |
| Dark-ISPBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.05 | 22.02 | |
| Linear-RAWBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.05 | 20.27 | |
| RAW-AdapterBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.05 | 18.85 | |
| LiteISPBackbone=MIT-B5, Params(M)=82.01, Inference time(s)=0.1872026.05 | 5.52 | |
| InvISPInference time(s)=0.1452026.05 | 4.03 |