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Models/AINDNet

AINDNet

Reported on 12 benchmarks across 3 tasks · 1 paper

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

Computer Vision4 results

DenoisingonSIDD
PSNR (sRGB)· uses extra data· 2020-02-26
38.95
best: 40.39 (CGNet)
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization arXiv:2002.11244
DenoisingonSIDD
SSIM (sRGB)· uses extra data· 2020-02-26
0.952
best: 0.973 (NBNet)
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization arXiv:2002.11244
DenoisingonDND
PSNR (sRGB)· uses extra data· 2020-02-26
39.37
best: 40.594 (DualDn)
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization arXiv:2002.11244
DenoisingonDND
SSIM (sRGB)· uses extra data· 2020-02-26
0.951
best: 0.966 (DualDn)
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization arXiv:2002.11244

Medical4 results

Image DenoisingonSIDD
PSNR (sRGB)· uses extra data· 2020-02-26
38.95
best: 40.39 (CGNet)
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization arXiv:2002.11244
Image DenoisingonSIDD
SSIM (sRGB)· uses extra data· 2020-02-26
0.952
best: 0.973 (NBNet)
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization arXiv:2002.11244
Image DenoisingonDND
PSNR (sRGB)· uses extra data· 2020-02-26
39.37
best: 40.594 (DualDn)
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization arXiv:2002.11244
Image DenoisingonDND
SSIM (sRGB)· uses extra data· 2020-02-26
0.951
best: 0.966 (DualDn)
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization arXiv:2002.11244

Adversarial4 results

3D ArchitectureonSIDD
PSNR (sRGB)· uses extra data· 2020-02-26
38.95
best: 40.39 (CGNet)
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization arXiv:2002.11244
3D ArchitectureonSIDD
SSIM (sRGB)· uses extra data· 2020-02-26
0.952
best: 0.973 (NBNet)
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization arXiv:2002.11244
3D ArchitectureonDND
PSNR (sRGB)· uses extra data· 2020-02-26
39.37
best: 40.594 (DualDn)
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization arXiv:2002.11244
3D ArchitectureonDND
SSIM (sRGB)· uses extra data· 2020-02-26
0.951
best: 0.966 (DualDn)
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization arXiv:2002.11244