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Papers Benchmarks Datasets Tasks

Image Generation research benchmarks – Page 17 · SOTA2 Research

Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

917.9Index Score

8

Feb 26, 2026

ImageNet 512x512 (test val 50K images)

2.52FID

7

Jul 3, 2026

Identical prompt distributions

3.643FID

7

Jul 2, 2026

FLUX.1 55 (dev)

1.062ImgReward

7

Jul 1, 2026

ImageNet-1k (generations)

Dynamic Guidance

97.24Density

7

Jun 9, 2026

Gemini-3-Pro-Image

92.63S_ad Score

7

May 12, 2026

CelebA-HQ 1024 x 1024

23.57FID (Inception-V3)

7

May 12, 2026

Images 1024x1024 Resolution

2.18Generation Latency (s)

7

Apr 7, 2026

7.04FID

7

Mar 25, 2026

0.18N

7

Mar 10, 2026

CIFAR-10 pixel space (test)

3.16FID

7

Feb 26, 2026

75Recall

7

Feb 26, 2026

CustomConcept101

26.48Text Alignment

7

Feb 26, 2026

31.5FID

7

Feb 26, 2026

Image Generation Dataset

0.333CLIP Score

7

Feb 26, 2026

ImageNet 256x256 400K iterations (test)

11.36FID

7

Feb 26, 2026

COCO 1000 captions

61.73FID

7

Feb 26, 2026

ImageNet-1K 512x512 (test)

TiTok-B-128 + MaskGIT-ViT

2.13gFID

7

Feb 26, 2026

LSUN Cat 256x256 (test)

5.57FID

7

Feb 26, 2026

3FID

7

Feb 26, 2026

ImageNet 1000 classes (val)

2.07FID

7

Feb 26, 2026

Teacher (StyleGAN2)

2.7FID

7

Feb 26, 2026

CelebA low-resolution (test)

3.92FID

7

Feb 26, 2026

STL-10 low-resolution (test)

15.17FID

7

Feb 26, 2026

8.379FID

7

Feb 26, 2026

Page 17 of 36

Popular datasets

ImageNet CIFAR FFHQ LSUN CelebA

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