Raw Image Reconstruction on NUS dataset
0.21BPPJPEG
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| JPEGJPEG Quality=252025.09 | 0.21 | 37.92 | 89.56 | — | — | — | — | — | — | |
| Fixed gammaJPEG Quality=252025.09 | 0.28 | 41.26 | 96.46 | — | — | — | — | — | — | |
| JPEGJPEG Quality=502025.09 | 0.29 | 40.54 | 93.78 | — | — | — | — | — | — | |
| Raw↔sRGBJPEG Quality=252025.09 | 0.3 | 40.1 | 96.97 | — | — | — | — | — | — | |
| MambaRawInput Space=8-bit2026.06 | 0.3612 | — | — | 57.91 | 99.97 | 60.45 | 99.98 | 59.58 | 99.97 | |
| Beyond-R2LCMInput Space=8-bit2026.06 | 0.3763 | — | — | 56.74 | 99.96 | 59.04 | 99.97 | 58.21 | 99.96 | |
| Fixed gammaJPEG Quality=502025.09 | 0.41 | 43.58 | 97.61 | — | — | — | — | — | — | |
| JPEGJPEG Quality=752025.09 | 0.42 | 42.32 | 95.83 | — | — | — | — | — | — | |
| Raw↔sRGBJPEG Quality=502025.09 | 0.44 | 41.77 | 97.87 | — | — | — | — | — | — | |
| Raw-JPEG Adapter (w/o DCT)JPEG Quality=252025.09 | 0.49 | 42.45 | 97.41 | — | — | — | — | — | — | |
| Raw-JPEG Adapter (w/ DCT)JPEG Quality=252025.09 | 0.5 | 41.48 | 97.5 | — | — | — | — | — | — | |
| Fixed gammaJPEG Quality=752025.09 | 0.62 | 45.16 | 98.19 | — | — | — | — | — | — | |
| Raw-JPEG Adapter (w/o DCT)JPEG Quality=502025.09 | 0.66 | 44.45 | 98.06 | — | — | — | — | — | — | |
| Raw↔sRGBJPEG Quality=752025.09 | 0.66 | 42.86 | 98.34 | — | — | — | — | — | — | |
| Raw-JPEG Adapter (w/ DCT)JPEG Quality=502025.09 | 0.68 | 43.17 | 98.14 | — | — | — | — | — | — | |
| SAMInput Space=16-bit2026.06 | 0.75 | — | — | 47.03 | 99.62 | 49.35 | 99.78 | 50.44 | 99.82 | |
| CAMInput Space=8-bit2026.06 | 0.8438 | — | — | 46.24 | 99.64 | 46.84 | 99.66 | 47.66 | 99.74 | |
| CAMInput Space=16-bit2026.06 | 0.8438 | — | — | 48.08 | 99.68 | 50.71 | 99.75 | 50.49 | 99.73 | |
| CAMInput Space=8-bit, test-time online fine-tuning=true2026.06 | 0.8438 | — | — | 49.4 | 99.72 | 50.37 | 99.76 | 51.63 | 99.83 | |
| CAMInput Space=16-bit, test-time online fine-tuning=true2026.06 | 0.8438 | — | — | 49.57 | 99.75 | 51.54 | 99.8 | 53.11 | 99.85 | |
| Raw-JPEG Adapter (w/o DCT)JPEG Quality=752025.09 | 0.91 | 45.97 | 98.49 | — | — | — | — | — | — | |
| Raw-JPEG Adapter (w/ DCT)JPEG Quality=752025.09 | 0.93 | 44.64 | 98.51 | — | — | — | — | — | — | |
| JPEGJPEG Quality=952025.09 | 1.22 | 44.59 | 97.15 | — | — | — | — | — | — | |
| R2LCMInput Space=8-bit2026.06 | 1.225 | — | — | 50.78 | 99.86 | 53.56 | 99.93 | 53.87 | 99.91 | |
| Fixed gammaJPEG Quality=952025.09 | 1.8 | 47.68 | 98.84 | — | — | — | — | — | — | |
| Raw↔sRGBJPEG Quality=952025.09 | 1.92 | 44.49 | 98.88 | — | — | — | — | — | — | |
| Raw-JPEG Adapter (w/ DCT)JPEG Quality=952025.09 | 1.97 | 46.25 | 98.92 | — | — | — | — | — | — | |
| Raw-JPEG Adapter (w/o DCT)JPEG Quality=952025.09 | 2.11 | 48.32 | 98.97 | — | — | — | — | — | — |