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Papers Benchmarks Datasets Tasks

Image Inpainting research benchmarks – Page 4 · SOTA2 Research

Image Inpainting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FFHQ narrow mask 256x256 (test)

1.562FID

8

Feb 26, 2026

FFHQ wide mask 512

SH-GAN (regular)

2.601FID

8

Feb 26, 2026

FFHQ narrow mask 512

SH-GAN (regular)

1.205FID

8

Feb 26, 2026

FFHQ 512x512 (val)

3.413FID

8

Feb 26, 2026

External-Internal Inpainting

29.38PSNR

8

Feb 26, 2026

Paris Streetview

External-Internal Inpainting

26.75PSNR

8

Feb 26, 2026

CelebA-HQ 1000 images with 128x128 center holes (test)

25.26PSNR

8

Feb 26, 2026

ImageNet 1k 256x256

2.07FID

7

Jul 3, 2026

LVIS OOD Natural 11 (10k images)

13.84FID

7

Jun 18, 2026

6.566Inference Time (s)

7

Feb 26, 2026

DeepFakeFace OOD Portrait wiki 39

FLUX.1-Fill-dev

12.24FID

6

Jun 18, 2026

CelebA-HQ Lorem mask 256x256-1k (val)

MAP-based Problem-Agnostic Diffusion Model

32.93PSNR

6

Mar 10, 2026

CelebA-HQ Lolcat mask 256x256-1k (val)

MAP-based Problem-Agnostic Diffusion Model

33.42PSNR

6

Mar 10, 2026

CelebA-HQ Box mask 256x256-1k (val)

MAP-based Problem-Agnostic Diffusion Model

31.1PSNR

6

Mar 10, 2026

FFHQ Lorem mask 256x256-1k (val)

MAP-based Problem-Agnostic Diffusion Model

31.31PSNR

6

Mar 10, 2026

FFHQ Lolcat mask 256x256-1k (val)

MAP-based Problem-Agnostic Diffusion Model

31.24PSNR

6

Mar 10, 2026

FFHQ Box mask 256x256-1k (val)

MAP-based Problem-Agnostic Diffusion Model

30.06PSNR

6

Mar 10, 2026

6.874FID

6

Feb 26, 2026

Image Inpainting Object Insertion

0.268CLIP Score

6

Feb 26, 2026

Boats Textural Missing standard (test)

28.9PSNR

6

Feb 26, 2026

Boats Patch Missing standard (test)

34.4PSNR

6

Feb 26, 2026

Boats Random Missing standard (test)

29.9PSNR

6

Feb 26, 2026

Man Textural Missing standard (test)

26.4PSNR

6

Feb 26, 2026

Man Patch Missing standard (test)

32.1PSNR

6

Feb 26, 2026

Man Random Missing standard (test)

25.9PSNR

6

Feb 26, 2026

Page 4 of 8

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CelebA FFHQ Places ImageNet CelebA-HQ

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