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Papers Benchmarks Datasets Tasks

Image Generation research benchmarks – Page 18 · SOTA2 Research

Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

26.31FID

7

Feb 26, 2026

1.18FID

7

Feb 26, 2026

0.19RadFID

7

Feb 26, 2026

Factorized Diffusion Architectures

11.5FID

7

Feb 26, 2026

27.16FID

7

May 20, 2026

ImageNet-1000 64x64

56.67IS

7

Feb 26, 2026

CelebA-HQ 1024x1024 (test)

0.66Precision

7

May 12, 2026

CIFAR-10 10K-10K samples Protocol (test)

Ours(Dist-GAN + MS)

11.4FID

7

Feb 26, 2026

CelebA 64x64 50k samples

1.31FID

7

Feb 26, 2026

FFHQ 1024x1024 50k (test)

2.02FID

7

Feb 26, 2026

COCO 2017 (val)

20.79FID

6

Jul 7, 2026

4-mixed-resolution (320, 640, 1280, 2560) on FLUX.1 (dev)

Phase-Aligned Mixed-Resolution Attention (PMA)

0.836ImgReward

6

Jul 1, 2026

FLUX 3-mixed-resolution (512 + 1024 + 2048)

Phase-Aligned Mixed-Resolution Attention

98.3ImgR.

6

Jul 1, 2026

Flickr30K VAE Replacement Attack (test)

Stable Signature*

22.044FID

6

Jun 23, 2026

69FID

6

Jun 15, 2026

65FID

6

Jun 15, 2026

CelebA LDM 64x64x3 latent space (test)

Free Drafter (Block Verification)

2.25Wall-clock Speedup

6

Jun 12, 2026

5.8FID

6

Jun 5, 2026

Multimodal Benchmark Cytology, Fluorescence, and Histology (test)

0.481Avg. LPIPS

6

Jun 2, 2026

3.79gFID

6

May 26, 2026

ImageNet-1K 256

Teacher velocity network + 3-channel CFG

3.79FID

6

May 20, 2026

4.4FID

6

May 19, 2026

Sphere Latent Encoder

6.18gFID

6

May 18, 2026

24.48FID

6

May 18, 2026

21.36FID

6

May 18, 2026

Page 18 of 36

Popular datasets

ImageNet CIFAR FFHQ LSUN CelebA

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