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Papers Benchmarks Datasets Tasks

Inpainting research benchmarks – Page 3 · SOTA2 Research

Inpainting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Indian Pines Dataset (test)

28.54MPSNR

8

Feb 26, 2026

Chikusei Dataset (test)

35.12MPSNR

8

Feb 26, 2026

Inpainting (test)

0.02Runtime (s)

8

Feb 26, 2026

FFHQ 100 images (test)

12.23L2 Error (Reconstruction)

8

Feb 26, 2026

CelebA-HQ 256 x 256 Wide masks (test)

6.96FID

8

Feb 26, 2026

CelebA-HQ 256 x 256 Medium masks (test)

5.59FID

8

Feb 26, 2026

CelebA-HQ 256 x 256 Narrow masks (test)

5.53FID

8

Feb 26, 2026

1.65FID

8

Feb 26, 2026

CelebA 256x256 (test)

24.62PSNR

7

May 12, 2026

28.36CLIP Score

7

May 4, 2026

CelebA 20 images 128x128

33.8PSNR

6

Jun 24, 2026

0.178LPIPS

6

May 27, 2026

0.1Bias

6

May 7, 2026

SPM microscopy benchmark 20-image (val)

LoRA-adapted BrushNet

7.64LPIPS

6

Mar 17, 2026

CelebA-HQ at 64 x 64 x 3 (test)

Tunable LDPS / PSLD

26.75PSNR

6

Mar 10, 2026

28.883PSNR

6

Feb 26, 2026

24.957PSNR

6

Feb 26, 2026

29.05PSNR

6

Feb 26, 2026

ImageNet 1k sub (test)

31.09PSNR

6

Feb 26, 2026

Scannet++ + Real10K + DL3DV 89, 103, 41 (unseen)

20.91PSNR

6

Feb 26, 2026

AFHQ Cat (test)

0.115LPIPS

6

Feb 26, 2026

CelebA-HQ wide masks 256 x 256

6.96FID

6

Feb 26, 2026

CelebA-HQ 256 x 256 (narrow masks)

6.67FID

6

Feb 26, 2026

FFHQ, DIV2K, and BrushBench

99.1Win Rate

5

Jul 2, 2026

4 images (average)

1Time (s)

5

Jun 12, 2026

Page 3 of 5

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