Semantic Segmentation on ADE20K RAW Normal (NM) (mIoU)
48.04mIoUUniISP
Evaluation Results
| Method | Links | |
|---|---|---|
| UniISPBackbone=MIT-B5, Params(M)=89.47, Inference time(s)=0.2382026.05 | 48.04 | |
| RAW-AdapterBackbone=MIT-B5, Params(M)=82.31, Inference time(s)=0.1212026.05 | 47.95 | |
| UniISP(w/o F)Backbone=MIT-B5, Params(M)=88.04, Inference time(s)=0.1852026.05 | 47.94 | |
| Dirty-PixelBackbone=MIT-B5, Params(M)=86.29, Inference time(s)=0.1192026.05 | 47.86 | |
| InvISPInference time(s)=0.1452026.05 | 47.82 | |
| DemosaicingInference time(s)=0.0852026.05 | 47.47 | |
| RAWildBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.05 | 47.08 | |
| Dark-ISPBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.05 | 46.8 | |
| UniISPBackbone=MIT-B3, Params(M)=51.92, Inference time(s)=0.2172026.05 | 46.7 | |
| Dr.RAWBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.05 | 46.66 | |
| UniISP(w/o F)Backbone=MIT-B3, Params(M)=50.49, Inference time(s)=0.1612026.05 | 46.65 | |
| RAW-AdapterBackbone=MIT-B3, Params(M)=45.16, Inference time(s)=0.0522026.05 | 46.57 | |
| UniISP(w/o J)Inference time(s)=0.1522026.05 | 46.38 | |
| Dirty-PixelBackbone=MIT-B3, Params(M)=48.92, Inference time(s)=0.0482026.05 | 46.19 | |
| Karaimer et al.Inference time(s)=0.2912026.05 | 45.48 | |
| Linear-RAWBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.05 | 45.46 | |
| RAW-AdapterBackbone=MiT-B5, Inference Protocol=single-scale sliding-window2026.05 | 45.41 | |
| RAWildBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.05 | 45.16 | |
| Dr.RAWBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.05 | 44.77 | |
| RAW-AdapterBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.05 | 44.57 | |
| Dark-ISPBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.05 | 44.32 | |
| Linear-RAWBackbone=MiT-B3, Inference Protocol=single-scale sliding-window2026.05 | 44.03 | |
| LiteISPBackbone=MIT-B5, Params(M)=82.01, Inference time(s)=0.1872026.05 | 43.22 | |
| RAWildBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.05 | 35.34 | |
| UniISPBackbone=MIT-B0, Params(M)=10.84, Inference time(s)=0.1922026.05 | 35.02 | |
| UniISP(w/o F)Backbone=MIT-B0, Params(M)=9.37, Inference time(s)=0.1512026.05 | 34.83 | |
| RAW-AdapterBackbone=MIT-B0, Params(M)=3.87, Inference time(s)=0.0382026.05 | 34.72 | |
| Dirty-PixelBackbone=MIT-B0, Params(M)=8.00, Inference time(s)=0.0312026.05 | 34.43 | |
| Dr.RAWBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.05 | 31.34 | |
| Dark-ISPBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.05 | 31.31 | |
| RAW-AdapterBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.05 | 29.39 | |
| Linear-RAWBackbone=MiT-B0, Inference Protocol=single-scale sliding-window2026.05 | 26.32 |