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/ID-Blau (Restormer)

ID-Blau (Restormer)

Reported on 32 benchmarks across 4 tasks · 1 paper

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)· 2023-12-18
33.11
best: 33.96 (AdaRevD)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
DeblurringonRealBlur-J
SSIM (sRGB)· 2023-12-18
0.937
best: 0.946 (ALGNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
DeblurringonRealBlur-R
PSNR (sRGB)· 2023-12-18
40.31
best: 41.19 (AdaRevD)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
DeblurringonRealBlur-R
SSIM (sRGB)· 2023-12-18
0.974
best: 0.981 (ALGNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
DeblurringonGoPro
PSNR· 2023-12-18
33.51
best: 35.98 (BSSTNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
DeblurringonGoPro
SSIM· 2023-12-18
0.965
best: 0.9792 (BSSTNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
DeblurringonHIDE (trained on GOPRO)
PSNR (sRGB)· 2023-12-18
31.66
best: 32.83 (MAXIM)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
DeblurringonHIDE (trained on GOPRO)
SSIM (sRGB)· 2023-12-18
0.947
best: 0.956 (MAXIM)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998

Methodology8 results

2D ClassificationonRealBlur-J
PSNR (sRGB)· 2023-12-18
33.11
best: 33.96 (AdaRevD)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
2D ClassificationonRealBlur-J
SSIM (sRGB)· 2023-12-18
0.937
best: 0.946 (ALGNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
2D ClassificationonRealBlur-R
PSNR (sRGB)· 2023-12-18
40.31
best: 41.19 (AdaRevD)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
2D ClassificationonRealBlur-R
SSIM (sRGB)· 2023-12-18
0.974
best: 0.981 (ALGNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
2D ClassificationonGoPro
PSNR· 2023-12-18
33.51
best: 35.98 (BSSTNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
2D ClassificationonGoPro
SSIM· 2023-12-18
0.965
best: 0.9792 (BSSTNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
2D ClassificationonHIDE (trained on GOPRO)
PSNR (sRGB)· 2023-12-18
31.66
best: 32.83 (MAXIM)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
2D ClassificationonHIDE (trained on GOPRO)
SSIM (sRGB)· 2023-12-18
0.947
best: 0.956 (MAXIM)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998

Audio8 results

10-shot image generationonRealBlur-J
PSNR (sRGB)· 2023-12-18
33.11
best: 33.96 (AdaRevD)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
10-shot image generationonRealBlur-J
SSIM (sRGB)· 2023-12-18
0.937
best: 0.946 (ALGNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
10-shot image generationonRealBlur-R
PSNR (sRGB)· 2023-12-18
40.31
best: 41.19 (AdaRevD)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
10-shot image generationonRealBlur-R
SSIM (sRGB)· 2023-12-18
0.974
best: 0.981 (ALGNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
10-shot image generationonGoPro
PSNR· 2023-12-18
33.51
best: 35.98 (BSSTNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
10-shot image generationonGoPro
SSIM· 2023-12-18
0.965
best: 0.9792 (BSSTNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
10-shot image generationonHIDE (trained on GOPRO)
PSNR (sRGB)· 2023-12-18
31.66
best: 32.83 (MAXIM)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
10-shot image generationonHIDE (trained on GOPRO)
SSIM (sRGB)· 2023-12-18
0.947
best: 0.956 (MAXIM)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998

Computer Code8 results

Blind Image DeblurringonRealBlur-J
PSNR (sRGB)· 2023-12-18
33.11
best: 33.96 (AdaRevD)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
Blind Image DeblurringonRealBlur-J
SSIM (sRGB)· 2023-12-18
0.937
best: 0.946 (ALGNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
Blind Image DeblurringonRealBlur-R
PSNR (sRGB)· 2023-12-18
40.31
best: 41.19 (AdaRevD)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
Blind Image DeblurringonRealBlur-R
SSIM (sRGB)· 2023-12-18
0.974
best: 0.981 (ALGNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
Blind Image DeblurringonGoPro
PSNR· 2023-12-18
33.51
best: 35.98 (BSSTNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
Blind Image DeblurringonGoPro
SSIM· 2023-12-18
0.965
best: 0.9792 (BSSTNet)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
Blind Image DeblurringonHIDE (trained on GOPRO)
PSNR (sRGB)· 2023-12-18
31.66
best: 32.83 (MAXIM)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998
Blind Image DeblurringonHIDE (trained on GOPRO)
SSIM (sRGB)· 2023-12-18
0.947
best: 0.956 (MAXIM)
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation arXiv:2312.10998