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Face Restoration research benchmarks · SOTA2 Research

Face Restoration

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

VggFace2 (test)

28.55PSNR

56

Feb 26, 2026

32.31PSNR

55

Feb 26, 2026

0LPIPS

32

May 15, 2026

CelebA synthetic (test)

0.331LPIPS

26

Apr 14, 2026

FFHQ-Ref Severe

0.701Ref-ArcFace

11

May 5, 2026

Regression-based specialized models

19.28FID

11

Feb 26, 2026

Face Restoration 512x512 resolution

0.1Latency (s)

10

May 15, 2026

8.792NRQM

10

Feb 26, 2026

WebPhoto (test)

8.457NRQM

10

Feb 26, 2026

8.572NRQM

10

Feb 26, 2026

Real-world face restoration

3.84NIQE

9

Mar 25, 2026

Cross-age synthetic (test)

26.44PSNR

9

Mar 25, 2026

Same-age synthetic (test)

26.41PSNR

9

Mar 25, 2026

InScene Real (val)

0.488ID Score

9

Mar 18, 2026

InScene Synthetic (val)

0.487ID Score

9

Mar 18, 2026

8.04Geometry & Silhouette

9

Feb 26, 2026

CelebChild (test)

102.865FID

9

Feb 26, 2026

Celeb-Ref (real portion)

60.27MUSIQ Score

9

Feb 26, 2026

CelebA light synthetic degradation (test)

27.72PSNR

9

Feb 26, 2026

WebPhoto real-world (test)

86.45FID

9

Feb 26, 2026

CelebChild real-world (test)

102.74FID

9

Feb 26, 2026

LFW real-world (test)

49.96FID

9

Feb 26, 2026

Real-world 1.0 (test)

74.25MUSIQ Score

8

Mar 20, 2026

64.03MUSIQ

8

Feb 26, 2026

Cross-age Face Restoration Evaluation Set (inference)

1.23Inference Time (s)

7

Mar 20, 2026

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