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Papers Benchmarks Datasets Tasks

Text-to-Image Customization research benchmarks · SOTA2 Research

Text-to-Image Customization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIVC multi-concept (V1-V30)

77.25IA

10

Jun 4, 2026

Subject-driven Text-to-Image Customization Evaluation Set

0.32CLIP Similarity (Text)

6

Feb 26, 2026

CustomConcept101 Multi-Concept 1.0

Custom Diffusion (Optimization)

0.763Text Alignment

3

Feb 26, 2026

CustomConcept101 Single-Concept 1.0

Custom Diffusion

76Text Alignment

3

Feb 26, 2026

Popular datasets

CustomConcept Subject-driven Text-to-Image Customization CIVC

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