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Models/LRD

LRD

Reported on 30 benchmarks across 3 tasks · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision10 results

DenoisingonSID SonyA7S2 x300
PSNR (Raw)· 2023-07-31
36.03
best: 36.67 (LED)
SOTA
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
DenoisingonSID SonyA7S2 x300
SSIM (Raw)· 2023-07-31
0.909
best: 0.915 (LED)
SOTA
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
DenoisingonSID SonyA7S2 x250
PSNR (Raw)· 2023-07-31
39.25
best: 41.02 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
DenoisingonSID SonyA7S2 x250
SSIM (Raw)· 2023-07-31
0.931
best: 0.948 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
DenoisingonELD SonyA7S2 x200
PSNR (Raw)· 2023-07-31
43.32
best: 44.95 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
DenoisingonELD SonyA7S2 x200
SSIM (Raw)· 2023-07-31
0.966
best: 0.977 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
DenoisingonSID SonyA7S2 x100
PSNR (Raw)· 2023-07-31
41.95
best: 43.16 (PMN)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
DenoisingonSID SonyA7S2 x100
SSIM (Raw)· 2023-07-31
0.956
best: 0.96 (PMN)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
DenoisingonELD SonyA7S2 x100
PSNR (Raw)· 2023-07-31
44.95
best: 46.74 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
DenoisingonELD SonyA7S2 x100
SSIM (Raw)· 2023-07-31
0.979
best: 0.986 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508

Medical10 results

Image DenoisingonSID SonyA7S2 x300
PSNR (Raw)· 2023-07-31
36.03
best: 36.67 (LED)
SOTA
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
Image DenoisingonSID SonyA7S2 x300
SSIM (Raw)· 2023-07-31
0.909
best: 0.915 (LED)
SOTA
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
Image DenoisingonSID SonyA7S2 x250
PSNR (Raw)· 2023-07-31
39.25
best: 41.02 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
Image DenoisingonSID SonyA7S2 x250
SSIM (Raw)· 2023-07-31
0.931
best: 0.948 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
Image DenoisingonELD SonyA7S2 x200
PSNR (Raw)· 2023-07-31
43.32
best: 44.95 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
Image DenoisingonELD SonyA7S2 x200
SSIM (Raw)· 2023-07-31
0.966
best: 0.977 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
Image DenoisingonSID SonyA7S2 x100
PSNR (Raw)· 2023-07-31
41.95
best: 43.16 (PMN)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
Image DenoisingonSID SonyA7S2 x100
SSIM (Raw)· 2023-07-31
0.956
best: 0.96 (PMN)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
Image DenoisingonELD SonyA7S2 x100
PSNR (Raw)· 2023-07-31
44.95
best: 46.74 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
Image DenoisingonELD SonyA7S2 x100
SSIM (Raw)· 2023-07-31
0.979
best: 0.986 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508

Adversarial10 results

3D ArchitectureonSID SonyA7S2 x300
PSNR (Raw)· 2023-07-31
36.03
best: 36.67 (LED)
SOTA
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
3D ArchitectureonSID SonyA7S2 x300
SSIM (Raw)· 2023-07-31
0.909
best: 0.915 (LED)
SOTA
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
3D ArchitectureonSID SonyA7S2 x250
PSNR (Raw)· 2023-07-31
39.25
best: 41.02 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
3D ArchitectureonSID SonyA7S2 x250
SSIM (Raw)· 2023-07-31
0.931
best: 0.948 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
3D ArchitectureonELD SonyA7S2 x200
PSNR (Raw)· 2023-07-31
43.32
best: 44.95 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
3D ArchitectureonELD SonyA7S2 x200
SSIM (Raw)· 2023-07-31
0.966
best: 0.977 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
3D ArchitectureonSID SonyA7S2 x100
PSNR (Raw)· 2023-07-31
41.95
best: 43.16 (PMN)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
3D ArchitectureonSID SonyA7S2 x100
SSIM (Raw)· 2023-07-31
0.956
best: 0.96 (PMN)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
3D ArchitectureonELD SonyA7S2 x100
PSNR (Raw)· 2023-07-31
44.95
best: 46.74 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508
3D ArchitectureonELD SonyA7S2 x100
SSIM (Raw)· 2023-07-31
0.979
best: 0.986 (LLD*)
Towards General Low-Light Raw Noise Synthesis and Modeling arXiv:2307.16508