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Text-to-Image Generation research benchmarks – Page 32 · SOTA2 Research

Text-to-Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

63.87Inhouse Score

4

Apr 24, 2026

GenEval w/ TTS (test)

92GenEval Score

4

Apr 14, 2026

PixArt-Eval30K subset of 500 prompts

3.21Speedup Factor

4

Apr 13, 2026

Histopathology Text-to-image

1Relative FID

4

Apr 7, 2026

76.5SR

4

Mar 31, 2026

Dissimilar Background Biases

85.5SR

4

Mar 31, 2026

5.74FID

4

Mar 30, 2026

General-Purpose Benchmarks Wise, DPG, Aesthetic, PickScore (test)

Flux1-dev + SpatialReward

0.52Wise Score

4

Mar 24, 2026

97.84HPS

4

Mar 20, 2026

Lumina-DiMOO + LADR

94.8Style Score

4

Mar 17, 2026

80 distinct prompts (Portrait, Landscape, Painting, Objects) (test)

1,835Auto-MOG Wins (Count)

4

Mar 13, 2026

16.71FID (10k)

4

Mar 10, 2026

0.5Latency (Landscape)

4

Mar 4, 2026

TRINS-Gen difficult

55.48FID

4

Feb 27, 2026

MSCOCO 5K 2017 (val)

22.06FID

4

Feb 26, 2026

0.102rFID

4

Feb 26, 2026

0.102rFID

4

Feb 26, 2026

HPSv2 Prompt 2023 (test)

0.191rFID

4

Feb 26, 2026

Parti Prompt 2022 (test)

0.191rFID

4

Feb 26, 2026

Coco Prompt 6K 2014 (test)

0.191rFID

4

Feb 26, 2026

NegGenBench 10 Selected Prompts Human Labelled (test)

1Positive Score

4

Feb 26, 2026

OpenVid 80 samples 1.0 (test)

Gradient Projection

0.332SSCD

4

Feb 26, 2026

ConsistencySolver

5.17Average Attempts

4

Feb 26, 2026

ConsistencySolver

3Average Attempts

4

Feb 26, 2026

121Satisfied Score

4

Feb 26, 2026

Page 32 of 39

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