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Papers Benchmarks Datasets Tasks

Personalized Text-to-Image Generation research benchmarks · SOTA2 Research

Personalized Text-to-Image Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

9.77FID

18

Mar 25, 2026

10.96FID

18

Mar 25, 2026

DreamBench++ Single-subject

IP-Adapter-Plus

0.738CP

18

Feb 26, 2026

DreamBooth dataset 1.0 (test)

Lipschitz-based Regularization

0.639DINO Score

9

May 12, 2026

DreamBench++ (test)

3.733CP Score

8

Feb 26, 2026

DynaIP-Bench Multi-subject

61.7CP

7

Feb 26, 2026

IBench ChineseID

0.695Aesthetic Score

6

Feb 26, 2026

Textual Inversion (TI) and DreamBooth (DB) 22 concepts

0.751Identity Fidelity

5

Feb 26, 2026

65VQA Score

4

May 20, 2026

0.565Image Fidelity

4

Feb 26, 2026

0.418Image Fidelity Score

4

Feb 26, 2026

19.46CLIP Tp Score

3

May 11, 2026

MFHQ 1.0 (test)

—

—Primary metric

0

Feb 26, 2026

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