Image Restoration

163 benchmarks1459 papers

Image Restoration is a family of inverse problems for obtaining a high quality image from a corrupted input image. Corruption may occur due to the image-capture process (e.g., noise, lens blur), post-processing (e.g., JPEG compression), or photography in non-ideal conditions (e.g., haze, motion blur).

<span class="description-source">Source: Blind Image Restoration without Prior Knowledge </span>

Benchmarks

Image Restoration on CDD-11

Average PSNR (dB)SSIM

Image Restoration on Live1 (Quality 10 Grayscale)

PSNR SSIM PSNR-B

Image Restoration on LIVE1 (Quality 20 Grayscale)

Image Restoration

Benchmarks

Image Restoration on CDD-11

Image Restoration on Live1 (Quality 10 Grayscale)

Image Restoration on LIVE1 (Quality 20 Grayscale)

Image Restoration on ARAD-1K

Image Restoration on CAVE

Image Restoration on Flare7K

Image Restoration on KAIST

Image Restoration on 3-Degradations

Image Restoration on 5-Degradations

Image Restoration on LIVE1 (Quality 10 Color)

Image Restoration on LIVE1 (Quality 20 Color)

Image Restoration on Real HSI

Image Restoration on 5-Degradation Blind All-in-One Image Restoration

Image Restoration on Classic5 (Quality 10 Grayscale)

Image Restoration on LIVE1 (Quality 30 Grayscale)

Image Restoration on CSD

Image Restoration on Classic5 (Quality 20 Grayscale)

Image Restoration on Classic5 (Quality 30 Grayscale)

Image Restoration on DIV2KRK - 4x upscaling

Image Restoration on ICB (Quality 10 Color)

Image Restoration on ICB (Quality 20 Color)

Image Restoration on LSUI

Image Restoration on Classic5 (Quality 40 Grayscale)

Image Restoration on DIV2KRK - 2x upscaling

Image Restoration on ICB (Quality 10 Grayscale)

Image Restoration on ICB (Quality 20 Grayscale)

Image Restoration on LIVE1 (Quality 40 Grayscale)

Image Restoration on ICB (Quality 30 Color)

Image Restoration on BSD100 - 2x upscaling

Image Restoration on BSD100 - 4x upscaling

Image Restoration on LIVE1 (Quality 30 Color)

Image Restoration on Manga109 - 2x upscaling

Image Restoration on Manga109 - 4x upscaling

Image Restoration on Set14 - 2x upscaling

Image Restoration on Set14 - 4x upscaling

Image Restoration on Set5 - 2x upscaling

Image Restoration on Set5 - 4x upscaling

Image Restoration on Urban100 - 2x upscaling

Image Restoration on Urban100 - 4x upscaling

Image Restoration on BSD100 - 3x upscaling

Image Restoration on BSDS500 (Quality 10 Color)

Image Restoration on BSDS500 (Quality 10 Grayscale)

Image Restoration on BSDS500 (Quality 20 Color)

Image Restoration on BSDS500 (Quality 20 Grayscale)

Image Restoration on BSDS500 (Quality 30 Color)

Image Restoration on BSDS500 (Quality 30 Grayscale)

Image Restoration on Manga109 - 3x upscaling

Image Restoration on Set14 - 3x upscaling

Image Restoration on Set5 - 3x upscaling

Image Restoration on UHDM

Image Restoration on Urban100 - 3x upscaling

Image Restoration on BSD500 (Quality 10 Color)

Image Restoration on BSD500 (Quality 20 Color)

Image Restoration on BSD500 (Quality 30 Color)

Image Restoration on BSD500 (Quality 40 Color)

Image Restoration on BSD68 sigma25

Image Restoration on DRealSR

Image Restoration on GoPro

Image Restoration on ICB (Quality 30 Grayscale)

Image Restoration on LIVE1 (Quality 40 Color)

Image Restoration on LOL

Image Restoration on Live1 (Quality 50 Grayscale)

Image Restoration on Live1 (Quality 70 Grayscale)

Image Restoration on Live1 (Quality 80 Grayscale)

Image Restoration on RESIDE

Image Restoration on Rain100L

Image Restoration on Urban100 (Quality 10 Color)

Image Restoration on Urban100 (Quality 10 Grayscale)

Image Restoration on Urban100 (Quality 20 Color)

Image Restoration on Urban100 (Quality 20 Grayscale)

Image Restoration on Urban100 (Quality 30 Color)

Image Restoration on Urban100 (Quality 30 Grayscale)

Image Restoration on Urban100 (Quality 40 Color)

Image Restoration on Urban100 (Quality 40 Grayscale)

Image Restoration on ^(#$!@#$)(()))******

Image Restoration

Benchmarks

Image Restoration on CDD-11