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Papers Benchmarks Datasets Tasks

Image Generation research benchmarks – Page 16 · SOTA2 Research

Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FFHQ (test val)

0.44Recall

8

Feb 26, 2026

9.19CW 1WD @3

8

Feb 26, 2026

Substation Meter Dataset

Knowledge-Embedded and Hypernetwork-Guided Few-Shot Generation Method

70.71FID

8

Feb 26, 2026

88Gen2Real Accuracy

8

Feb 26, 2026

0.98SO

8

Feb 26, 2026

Conditional ImageNet 128x128 (test)

1.94FID

8

Feb 26, 2026

8.93FID

8

Feb 26, 2026

SADM (parameter-efficient)

18.23FID

8

Feb 26, 2026

SADM (parameter-efficient)

32.03FID

8

Feb 26, 2026

15.12FID

8

Feb 26, 2026

7.35FID

8

Feb 26, 2026

SADM (parameter-efficient)

5.74FID

8

Feb 26, 2026

Pascal VOC (train)

Ground-truth masks

12.5FID

8

Feb 26, 2026

FFHQ to Sketches

37.9FID

8

Feb 26, 2026

FFHQ to Sunglasses

38.01FID

8

Feb 26, 2026

52.56FID

8

Feb 26, 2026

ImageNet64 downsampled (test)

3.35BPD

8

Feb 26, 2026

3.8FID

8

Feb 26, 2026

FFHQ 140K 70K unique + horizontal flips (train)

3.31FID

8

Feb 26, 2026

ImageNet 128x128 (train val)

1.73FID

8

Feb 26, 2026

AnimalFace Dog 389-shot (train)

StyleGAN2 + DiffAugment

58.85FID

8

Feb 26, 2026

AnimalFace Cat 160-shot (train)

StyleGAN2 + DiffAugment

42.44FID

8

Feb 26, 2026

STL-10 48 x 48 (test)

26.08IS

8

Feb 26, 2026

ImageNet ILSVRC 2012 512x512 (test)

7.5FID

8

Feb 26, 2026

ImageNet ILSVRC 2012 256x256 (test)

6.9FID

8

Feb 26, 2026

Page 16 of 36

Popular datasets

ImageNet CIFAR FFHQ LSUN CelebA

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