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Papers Benchmarks Datasets Tasks

Image Inpainting research benchmarks – Page 5 · SOTA2 Research

Image Inpainting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Barbara Textural Missing standard (test)

29.4PSNR

6

Feb 26, 2026

Barbara Patch Missing standard (test)

29.5PSNR

6

Feb 26, 2026

Barbara Random Missing standard (test)

30.7PSNR

6

Feb 26, 2026

Baboon Textural Missing standard (test)

28.3PSNR

6

Feb 26, 2026

Baboon Patch Missing standard (test)

33.8PSNR

6

Feb 26, 2026

Baboon Random Missing standard (test)

24.7PSNR

6

Feb 26, 2026

Dunhuang Challenge (test)

38.383PSNR

6

Feb 26, 2026

29.2PSNR (Mask 10-20%)

6

Feb 26, 2026

31.94PSNR

5

Jun 12, 2026

couple 80% missing pixels, sigma_e = 0 (test)

29.01PSNR

5

Jun 5, 2026

hill 80% missing pixels, sigma_e = 0 (test)

29.95PSNR

5

Jun 5, 2026

boat 80% missing pixels, sigma_e = 0 (test)

28.83PSNR

5

Jun 5, 2026

Barbara 80% missing pixels, sigma_e = 0 (test)

29.89PSNR

5

Jun 5, 2026

Lena 80% missing pixels, sigma_e = 0 (test)

32.41PSNR

5

Jun 5, 2026

peppers 80% missing pixels, sigma_e = 0 (test)

28.77PSNR

5

Jun 5, 2026

house 80% missing pixels, sigma_e = 0 (test)

34.72PSNR

5

Jun 5, 2026

cameraman 80% missing pixels, sigma_e = 0 (test)

25.27PSNR

5

Jun 5, 2026

CelebA-HQ 64×64 Center mask

0.038LPIPS

5

Jun 2, 2026

CelebA-HQ 256×256 Irregular mask

0.053LPIPS

5

Jun 2, 2026

CelebA-HQ 256×256 Center mask

0.054LPIPS

5

Jun 2, 2026

LSUN Churches 256 Rotated Window

8.39PSNR

5

May 1, 2026

LSUN-Churches256 Small Mask

19.02PSNR

5

May 1, 2026

ImageNet256 Random Mask

10.04PSNR

5

May 1, 2026

ImageNet256 Rotated Window

9.43PSNR

5

May 1, 2026

ImageNet 256 Small Mask

20.84PSNR

5

May 1, 2026

Page 5 of 8

Popular datasets

CelebA FFHQ Places ImageNet CelebA-HQ

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