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Papers Benchmarks Datasets Tasks

Text-to-Image Generation research benchmarks – Page 37 · SOTA2 Research

Text-to-Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

3D model (C2A2)

16.06FED

3

Feb 26, 2026

Single-concept datasets (test)

Custom Diffusion

72.62Text Alignment

3

Feb 26, 2026

25.89IS

3

Feb 26, 2026

CUB 200-2011 (test)

4.58Inception Score

3

Feb 26, 2026

Aesthetic-Eval 4096 (2048x4096, 1:2 aspect ratio)

143.71FID

2

Jul 2, 2026

Aesthetic-Eval @4096 (4096x2048, 2:1 aspect ratio)

147.53FID

2

Jul 2, 2026

Aesthetic-Eval 2.39:1 aspect ratio 4096 (test)

151.98FID

2

Jul 2, 2026

Aesthetic-Eval 16:9 aspect ratio 4096 (test)

142.43FID

2

Jul 2, 2026

Aesthetic-Eval 4096 (test)

132.87FID

2

Jul 2, 2026

IR-guided diffusion

0.285CLIP Score

2

Jun 30, 2026

IR-guided diffusion

0.284CLIP Score

2

Jun 30, 2026

IR-guided diffusion

0.293HPSv2 Score

2

Jun 30, 2026

OAO-AttackBench

IR-guided diffusion

0.273HPSv2

2

Jun 30, 2026

Ideogram prompts 300-prompt set

21.91PSNR

2

Jun 11, 2026

30 Real-world user prompts

634Total Votes

2

Jun 2, 2026

GenEval 2 (test)

56.7Soft TIFA AM Score

2

May 28, 2026

32.86Concept-Art Score

2

May 28, 2026

DrawWaldoWorlds (Tier B)

79Win Rate (Ours)

2

May 25, 2026

3.61Latency (Self-Attn)

2

May 15, 2026

ACPO (Fine-tuned SD)

2.917IPCE

2

Apr 30, 2026

102Preferred Samples

2

Apr 28, 2026

Stable Diffusion Large 8B

0.909CLIP Score

2

Apr 21, 2026

Lumina-DiMOO + STDec

121.92TPS

2

Apr 9, 2026

Lumina-DiMOO + STDec

178.41Throughput (TPS)

2

Apr 9, 2026

ImageNet 256x256 (OOD)

3.23FID

2

Mar 31, 2026

Page 37 of 39

Popular datasets

GenEval MS-COCO DrawBench COCO T2I-CompBench

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