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Papers Benchmarks Datasets Tasks

Image Generation research benchmarks – Page 35 · SOTA2 Research

Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

11.75FID

2

Feb 26, 2026

2.72FID

2

Feb 26, 2026

3.86FID

2

Feb 26, 2026

LSUN Cat 256x256 (test val)

5.57FID

2

Feb 26, 2026

ImageNet 10% data (train)

42.3IS

2

Feb 26, 2026

ImageNet Full data (train)

108IS

2

Feb 26, 2026

ImageNet Full data

93Inception Score

2

Feb 26, 2026

ImageNet 128x128 25% 1.0 (train)

BigGAN + DiffAugment

74.2Inception Score (IS)

2

Feb 26, 2026

ImageNet 128x128 50% 1.0 (train)

BigGAN + DiffAugment

91.9IS

2

Feb 26, 2026

ImageNet 128x128 1.0 (train)

BigGAN + DiffAugment

100.8IS

2

Feb 26, 2026

Satellite-Landscapes

48.47FID

2

Feb 26, 2026

Satellite-Buildings

69.67FID

2

Feb 26, 2026

2.36FID

2

Feb 26, 2026

61.3Precision

2

Feb 26, 2026

ImageNet conditional 128x128 (val)

9.94FID

2

Feb 26, 2026

LSUN Churches 256x256 (train test)

5.2FID

2

Feb 26, 2026

2.32FID

2

Feb 26, 2026

Anime Face (first 10 classes)

93.37Miku Best FID

2

Feb 26, 2026

CelebA 32x32 resolution (val)

82.7FID

2

Feb 26, 2026

ImageNet 512x512 1k (test val)

2.8FID

2

Feb 26, 2026

Lumina-Next 2560x2560 resolution

41.1Latency (s)

1

Jun 30, 2026

LAION-Aesthetics SD v2.1

11.1FID

1

May 20, 2026

Generation-side benchmark context Nexus-Gen-V2 (350 episodes)

64.7Semantic Intent Win Rate

1

Mar 27, 2026

iPhone Performance Benchmark Pro 17

3Latency (s)

1

Feb 26, 2026

Photonic QGAN implementation

Photonic QGAN (MerLin)

15Training Speed-up

1

Feb 26, 2026

Page 35 of 36

Popular datasets

ImageNet CIFAR FFHQ LSUN CelebA

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