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/MLWNet

MLWNet

Reported on 32 benchmarks across 4 tasks · 1 paper · 16 SOTA

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

Computer Vision8 results

DeblurringonRealBlur-J
PSNR (sRGB)· 2023-12-29
33.84
best: 33.96 (AdaRevD)
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
DeblurringonRealBlur-J
SSIM (sRGB)· 2023-12-29
0.941
best: 0.946 (ALGNet)
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
DeblurringonRSBlur
Average PSNR· 2023-12-29
34.94
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
DeblurringonRSBlur
SSIM· 2023-12-29
0.88
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
DeblurringonRealBlur-R
PSNR (sRGB)· 2023-12-29
40.69
best: 41.19 (AdaRevD)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
DeblurringonRealBlur-R
SSIM (sRGB)· 2023-12-29
0.976
best: 0.981 (ALGNet)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
DeblurringonGoPro
PSNR· 2023-12-29
33.83
best: 35.98 (BSSTNet)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
DeblurringonGoPro
SSIM· 2023-12-29
0.968
best: 0.9792 (BSSTNet)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027

Methodology8 results

2D ClassificationonRealBlur-J
PSNR (sRGB)· 2023-12-29
33.84
best: 33.96 (AdaRevD)
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
2D ClassificationonRealBlur-J
SSIM (sRGB)· 2023-12-29
0.941
best: 0.946 (ALGNet)
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
2D ClassificationonRSBlur
Average PSNR· 2023-12-29
34.94
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
2D ClassificationonRSBlur
SSIM· 2023-12-29
0.88
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
2D ClassificationonRealBlur-R
PSNR (sRGB)· 2023-12-29
40.69
best: 41.19 (AdaRevD)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
2D ClassificationonRealBlur-R
SSIM (sRGB)· 2023-12-29
0.976
best: 0.981 (ALGNet)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
2D ClassificationonGoPro
PSNR· 2023-12-29
33.83
best: 35.98 (BSSTNet)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
2D ClassificationonGoPro
SSIM· 2023-12-29
0.968
best: 0.9792 (BSSTNet)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027

Audio8 results

10-shot image generationonRealBlur-J
PSNR (sRGB)· 2023-12-29
33.84
best: 33.96 (AdaRevD)
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
10-shot image generationonRealBlur-J
SSIM (sRGB)· 2023-12-29
0.941
best: 0.946 (ALGNet)
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
10-shot image generationonRSBlur
Average PSNR· 2023-12-29
34.94
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
10-shot image generationonRSBlur
SSIM· 2023-12-29
0.88
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
10-shot image generationonRealBlur-R
PSNR (sRGB)· 2023-12-29
40.69
best: 41.19 (AdaRevD)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
10-shot image generationonRealBlur-R
SSIM (sRGB)· 2023-12-29
0.976
best: 0.981 (ALGNet)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
10-shot image generationonGoPro
PSNR· 2023-12-29
33.83
best: 35.98 (BSSTNet)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
10-shot image generationonGoPro
SSIM· 2023-12-29
0.968
best: 0.9792 (BSSTNet)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027

Computer Code8 results

Blind Image DeblurringonRealBlur-J
PSNR (sRGB)· 2023-12-29
33.84
best: 33.96 (AdaRevD)
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
Blind Image DeblurringonRealBlur-J
SSIM (sRGB)· 2023-12-29
0.941
best: 0.946 (ALGNet)
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
Blind Image DeblurringonRSBlur
Average PSNR· 2023-12-29
34.94
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
Blind Image DeblurringonRSBlur
SSIM· 2023-12-29
0.88
SOTA
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
Blind Image DeblurringonRealBlur-R
PSNR (sRGB)· 2023-12-29
40.69
best: 41.19 (AdaRevD)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
Blind Image DeblurringonRealBlur-R
SSIM (sRGB)· 2023-12-29
0.976
best: 0.981 (ALGNet)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
Blind Image DeblurringonGoPro
PSNR· 2023-12-29
33.83
best: 35.98 (BSSTNet)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027
Blind Image DeblurringonGoPro
SSIM· 2023-12-29
0.968
best: 0.9792 (BSSTNet)
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring arXiv:2401.00027