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Papers Benchmarks Datasets Tasks

Image Inpainting research benchmarks – Page 7 · SOTA2 Research

Image Inpainting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MISATO@1K (test)

0.156LPIPS

4

Feb 26, 2026

Indoor custom (val)

25.57PSNR

4

Feb 26, 2026

CelebA-HQ 2,000 (test)

0.046LPIPS

4

Feb 26, 2026

LSUN Random Crop (test)

22.11PSNR

4

Feb 26, 2026

LSUN Center Crop (test)

21.43PSNR

4

Feb 26, 2026

0.057L1 Distance

4

Feb 26, 2026

Places365 Inpainting (held-out set of 500 images)

2.53FID

4

Feb 26, 2026

Paris StreetView Fixed mask (test)

0.017L1 Loss

4

Feb 26, 2026

Paris StreetView 0-10% mask (test)

40L1 Error

4

Feb 26, 2026

CelebA Fixed mask (test)

1.34L1 Loss

4

Feb 26, 2026

CelebA 50-60% mask (test)

2.88L1 Loss

4

Feb 26, 2026

CelebA 40-50% mask (test)

1.97L1 Loss

4

Feb 26, 2026

CelebA 30-40% mask (test)

0.015L1 Loss

4

Feb 26, 2026

CelebA 20-30% mask (test)

1L1 Loss (%)

4

Feb 26, 2026

CelebA 10-20% mask (test)

0.59L1 Loss

4

Feb 26, 2026

CelebA 0-10% mask (test)

0.25L1 Loss

4

Feb 26, 2026

SPM-InpBench 415 ground-truth frames (test)

BrushNet (Full train)

0.008LPIPS

3

Mar 17, 2026

MRI Evenly-spaced push-broom mask (test)

28.37PSNR

3

Mar 12, 2026

95.65Inpainting Score (%)

3

Feb 26, 2026

CelebA-HQ thick mask

22.27PSNR

3

Feb 26, 2026

COCO multiple objects (val)

5.89FID

3

Feb 26, 2026

COCO single object (val)

3.78FID

3

Feb 26, 2026

Places 1k 512x512 images 40% center rectangular masks (test)

19.69PSNR

3

Feb 26, 2026

Paris street view 100 images (test)

0.102LPIPS

3

Feb 26, 2026

1.83L1 Error

3

Feb 26, 2026

Page 7 of 8

Popular datasets

CelebA FFHQ Places ImageNet CelebA-HQ

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