Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/SFRN

SFRN

Reported on 36 benchmarks across 3 tasks · 1 paper · 24 SOTA

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

Computer Vision12 results

DenoisingonSID SonyA7S2 x250
PSNR (Raw)· 2021-10-10
40.22
best: 41.02 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
DenoisingonELD SonyA7S2 x200
PSNR (Raw)· 2021-10-10
44.1
best: 44.95 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
DenoisingonELD SonyA7S2 x200
SSIM (Raw)· 2021-10-10
0.964
best: 0.977 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
DenoisingonSID x100
PSNR (Raw)· 2021-10-10
42.29
best: 43.36 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
DenoisingonSID x300
PSNR (Raw)· 2021-10-10
36.87
best: 37.8 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
DenoisingonSID SonyA7S2 x100
PSNR (Raw)· 2021-10-10
42.29
best: 43.16 (PMN)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
DenoisingonELD SonyA7S2 x100
PSNR (Raw)· 2021-10-10
46.02
best: 46.74 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
DenoisingonELD SonyA7S2 x100
SSIM (Raw)· 2021-10-10
0.977
best: 0.986 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
DenoisingonSID SonyA7S2 x250
SSIM (Raw)· 2021-10-10
0.938
best: 0.948 (LLD*)
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
DenoisingonSID x100
SSIM· 2021-10-10
0.951
best: 0.963 (ELD)
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
DenoisingonSID x300
SSIM· 2021-10-10
0.917
best: 0.935 (LLD*)
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
DenoisingonSID SonyA7S2 x100
SSIM (Raw)· 2021-10-10
0.951
best: 0.96 (PMN)
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756

Medical12 results

Image DenoisingonSID SonyA7S2 x250
PSNR (Raw)· 2021-10-10
40.22
best: 41.02 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
Image DenoisingonELD SonyA7S2 x200
PSNR (Raw)· 2021-10-10
44.1
best: 44.95 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
Image DenoisingonELD SonyA7S2 x200
SSIM (Raw)· 2021-10-10
0.964
best: 0.977 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
Image DenoisingonSID x100
PSNR (Raw)· 2021-10-10
42.29
best: 43.36 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
Image DenoisingonSID x300
PSNR (Raw)· 2021-10-10
36.87
best: 37.8 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
Image DenoisingonSID SonyA7S2 x100
PSNR (Raw)· 2021-10-10
42.29
best: 43.16 (PMN)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
Image DenoisingonELD SonyA7S2 x100
PSNR (Raw)· 2021-10-10
46.02
best: 46.74 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
Image DenoisingonELD SonyA7S2 x100
SSIM (Raw)· 2021-10-10
0.977
best: 0.986 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
Image DenoisingonSID SonyA7S2 x250
SSIM (Raw)· 2021-10-10
0.938
best: 0.948 (LLD*)
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
Image DenoisingonSID x100
SSIM· 2021-10-10
0.951
best: 0.963 (ELD)
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
Image DenoisingonSID x300
SSIM· 2021-10-10
0.917
best: 0.935 (LLD*)
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
Image DenoisingonSID SonyA7S2 x100
SSIM (Raw)· 2021-10-10
0.951
best: 0.96 (PMN)
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756

Adversarial12 results

3D ArchitectureonSID SonyA7S2 x250
PSNR (Raw)· 2021-10-10
40.22
best: 41.02 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
3D ArchitectureonELD SonyA7S2 x200
PSNR (Raw)· 2021-10-10
44.1
best: 44.95 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
3D ArchitectureonELD SonyA7S2 x200
SSIM (Raw)· 2021-10-10
0.964
best: 0.977 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
3D ArchitectureonSID x100
PSNR (Raw)· 2021-10-10
42.29
best: 43.36 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
3D ArchitectureonSID x300
PSNR (Raw)· 2021-10-10
36.87
best: 37.8 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
3D ArchitectureonSID SonyA7S2 x100
PSNR (Raw)· 2021-10-10
42.29
best: 43.16 (PMN)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
3D ArchitectureonELD SonyA7S2 x100
PSNR (Raw)· 2021-10-10
46.02
best: 46.74 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
3D ArchitectureonELD SonyA7S2 x100
SSIM (Raw)· 2021-10-10
0.977
best: 0.986 (LLD*)
SOTA
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
3D ArchitectureonSID SonyA7S2 x250
SSIM (Raw)· 2021-10-10
0.938
best: 0.948 (LLD*)
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
3D ArchitectureonSID x100
SSIM· 2021-10-10
0.951
best: 0.963 (ELD)
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
3D ArchitectureonSID x300
SSIM· 2021-10-10
0.917
best: 0.935 (LLD*)
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756
3D ArchitectureonSID SonyA7S2 x100
SSIM (Raw)· 2021-10-10
0.951
best: 0.96 (PMN)
Rethinking Noise Synthesis and Modeling in Raw Denoising arXiv:2110.04756