Image Signal Processing on S24 1.0 (test)
27.57PSNRModular Neural ISP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Modular Neural ISPcapacity=large, enhancement=w/ enhancement, # params=3,892,1822025.12 | 27.57 | 92.3 | 0.054 | 3.913 | |
| Modular Neural ISPcapacity=base, enhancement=w/ enhancement, # params=1,190,5422025.12 | 27.52 | 92.2 | 0.055 | 3.938 | |
| Modular Neural ISPcapacity=lite, enhancement=w/ enhancement, # params=503,0822025.12 | 27.37 | 91.6 | 0.06 | 4.059 | |
| Modular Neural ISPcapacity=large, enhancement=w/o enhancement, # params=3,841,5472025.12 | 26.51 | 88.4 | 0.064 | 4.253 | |
| Modular Neural ISPcapacity=base, enhancement=w/o enhancement, # params=1,139,9072025.12 | 26.48 | 88.3 | 0.065 | 4.282 | |
| Modular Neural ISPcapacity=lite, enhancement=w/o enhancement, # params=452,4472025.12 | 26.36 | 87.8 | 0.071 | 4.413 | |
| LiteISP# params=9,094,0002025.12 | 25.49 | 89.7 | 0.074 | 5.521 | |
| FourierISP# params=7,589,7362025.12 | 24.5 | 91.3 | 0.096 | 5.928 | |
| ParamISP# params=1,420,0002025.12 | 24.32 | 84.1 | 0.115 | 6.135 | |
| ISPDiffuser# params=20,938,8902025.12 | 24.03 | 88.1 | 0.159 | 5.918 | |
| FlexISP# params=25,705,0652025.12 | 24.01 | 88.6 | 0.11 | 6.938 | |
| PyNet# params=47,548,1702025.12 | 23.8 | 86.9 | 0.1 | 6.277 | |
| CIE XYZ Net# params=1,348,7892025.12 | 23.32 | 86 | 0.124 | 7.024 | |
| LAN# params=46,8472025.12 | 23.11 | 81.2 | 0.116 | 6.765 | |
| Invertible-ISP# params=1,413,7602025.12 | 22.87 | 82 | 0.147 | 7.374 | |
| MicroISP# params=13,5602025.12 | 20.55 | 77.5 | 0.18 | 11.012 |