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Ji-Zhe Zhou

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Preprint Aug 2026

Abstract4D: A Large-Scale Dataset and Framework for Understanding the Visual Language of Abstract Art

This work analyzes the semantic structure of abstract art through large-scale embedding visualization, uncovering how perceptual relationships organize artistic meaning, and establishes benchmark tasks for classification, cross-modal retrieval, and text-to-image generation to evaluate how AI models perceive and reprodu...

Hao-Wei Zhang, Yuanpei Zhao, Ji-Zhe Zhou et al. · 0 citations

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