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Papers Benchmarks Datasets Tasks

Image Inpainting research benchmarks – Page 2 · SOTA2 Research

Image Inpainting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Chest X-rays random sample of 5,000 images (test)

24.13PSNR

16

Apr 28, 2026

EditBench free-form masks (val)

0.525ImageReward

15

Feb 26, 2026

ImageNet (test)

28.44PSNR

15

Jul 1, 2026

CelebA-HQ 24 (test)

FLUX-Inpainting

0.212LPIPS

13

Jul 1, 2026

0.254LPIPS

13

Jul 1, 2026

EditBench (test)

27.813CLIPScore

12

Jun 4, 2026

SDXL Turbo + BrushNet

4.2IR Score

12

Mar 25, 2026

SDXL + BrushNet

13.26IR

12

Mar 25, 2026

BrushBench enhanced prompts (test)

SDXL + BrushNet

10.41IR

12

Mar 25, 2026

User Study 40 random images (test)

1.6UOM

12

Feb 26, 2026

ImageNet Center mask 128x128 256x256

4.77FID

12

Feb 26, 2026

10.9JND

12

Feb 26, 2026

FFHQ DIV2K (val)

2.9Latency (s)

11

Feb 26, 2026

PIE-Bench (556 samples)

61.4FID

11

Feb 26, 2026

LAION-400M 10K images (test)

6.37FID

11

Feb 26, 2026

Open Images V7 (test)

2.13Coverage Radius (T1)

10

Jul 7, 2026

LSUN Churches 256 Random Mask

0.094LPIPS

10

Jun 30, 2026

Image Inpainting Dataset (test)

Full-Multiscale

91.12SSIM

10

Mar 4, 2026

Places2 256x256 (val)

7.504FID

10

Feb 26, 2026

Places2 wide mask 256x256 (test)

Spectral Hint GAN

2.785FID

10

Feb 26, 2026

Places2 narrow mask 256x256 (test)

Spectral Hint GAN

1.308FID

10

Feb 26, 2026

Places2 512x512 (val)

7.028FID

10

Feb 26, 2026

ContextAttention

8.6L1 Error

10

Feb 26, 2026

Painters (1,000 image–mask pairs)

0.275LPIPS

9

Jul 1, 2026

0.271LPIPS

9

Jul 1, 2026

Page 2 of 8

Popular datasets

CelebA FFHQ Places ImageNet CelebA-HQ

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