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Papers Benchmarks Datasets Tasks

Conditional Image Generation research benchmarks – Page 3 · SOTA2 Research

Conditional Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Openpose Conditioning

23.78FID

5

Jun 23, 2026

Normal Map Conditioning

22.08FID

5

Jun 23, 2026

MS-COCO 2014 (val)

21.73FID

5

Apr 10, 2026

MS-COCO 2017 (val)

31.92FID

5

Apr 10, 2026

31.15FID

5

Feb 26, 2026

CIFAR-100 10% (train)

Vision-aided Adversarial training

15.71FID

5

Feb 26, 2026

CIFAR-100 100% (train)

Vision-aided Adversarial training

10.88FID

5

Feb 26, 2026

CIFAR-10 10% (train)

Vision-aided Adversarial training

13.11FID

5

Feb 26, 2026

CIFAR-10 100% (train)

Vision-aided Adversarial training

8.75FID

5

Feb 26, 2026

82.8Storage Usage (MB)

5

Feb 26, 2026

CIFAR100 Average over 10/20 class transfer setups

36.71mFID

5

Feb 26, 2026

CIFAR100 10 classes, 100 samples per class

54.95FID

5

Feb 26, 2026

CIFAR100 10 classes, 300 samples per class

35.23FID

5

Feb 26, 2026

CIFAR100 10 classes, 600 samples per class

29.95FID

5

Feb 26, 2026

CIFAR100 20 classes 100 samples per class

40.04FID

5

Feb 26, 2026

CIFAR100 20 classes, 300 samples per class

30.89FID

5

Feb 26, 2026

CIFAR100 20 classes 600 samples per class

25.35FID

5

Feb 26, 2026

11.747FID

4

Jul 7, 2026

X-ray scattering dataset (query points)

Conditional flow matching

2.48Latent L2 Distance

4

Jun 16, 2026

0.334Intra-FID

4

Feb 26, 2026

ImageNet 64 x 64 (train)

2.16FID

4

Feb 26, 2026

-52.32NLL

3

Mar 10, 2026

10.93PSNR

3

Feb 26, 2026

67.7Precision

2

Apr 23, 2026

ImageNet 512x512 10k samples

EDM2-S-autoguidance+C2FG

5.15FID

2

Mar 10, 2026

Page 3 of 4

Popular datasets

ImageNet CIFAR UTKFace CIFAR100 Steering Angle

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