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Image Synthesis research benchmarks – Page 3 · SOTA2 Research

Image Synthesis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LSUN Bedroom 256x256 (train)

1.52FID

7

Feb 26, 2026

ImageNet 512x512

4.23FID

7

Feb 26, 2026

42.905FID

7

Feb 26, 2026

AFHQ 512x512 Global

8.81FID

6

Mar 19, 2026

98.79FID

6

Mar 12, 2026

Kvasir-SEG v1 (test)

67.73FID

6

Mar 12, 2026

HAM10000 v1 (test)

51.56FID

6

Mar 12, 2026

31.63FID

6

Feb 26, 2026

25.79FID

6

Feb 26, 2026

6.51FID

6

Feb 26, 2026

9.17FID

6

Feb 26, 2026

16.96FID

6

Feb 26, 2026

BraTS FLAIR to T1-w (test)

36.46PSNR (dB)

6

Feb 26, 2026

NAMIC T2-w to T1-w (test)

37PSNR (dB)

6

Feb 26, 2026

NAMIC T1-w to T2-w (test)

37.82PSNR (dB)

6

Feb 26, 2026

IXI T2-w to PD-w (test)

36.45PSNR (dB)

6

Feb 26, 2026

LSUN Car 512 (test)

2.32FID

6

Feb 26, 2026

Grumpy-cat (train)

Ours (B+Skip+decode)

26.65FID

6

Feb 26, 2026

Ours (B+Skip+decode)

10.03FID

6

Feb 26, 2026

StyleGAN2 finetune

35.75FID

6

Feb 26, 2026

Animal Face Cat (train)

Ours (B+Skip+decode)

35.11FID

6

Feb 26, 2026

Animal Face Dog (train)

Ours (B+Skip+decode)

50.66FID

6

Feb 26, 2026

LSUN Church 256x256 (test)

3.84FID

6

Feb 26, 2026

7.615Inception Score

6

Feb 26, 2026

7.615Inception Score

6

Feb 26, 2026

Page 3 of 7

Popular datasets

LSUN AFHQ FFHQ SynthRAD ImageNet

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