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Yixian Shen

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for Label-Free Evaluation of Image-to-Text Generation with Text-to-Image Diffusion Models

A novel evaluation framework called Image2Text2Image is proposed, which leverages diffusion models, such as Stable Diffusion or DALL-E, for text-to-image generation, and does not rely on human-annotated reference cap-tions, making it a valuable tool for assessing image captioning models.

Jia-Hong Huang, Hongyi Zhu, Yixian Shen et al. · 0 citations
Preprint Aug 2026

MMArt: A Multi-Perspective Multimodal Dataset for Visual Art Understanding

MMArt is introduced, a large-scale dataset of 74,234 WikiArt paintings, each annotated with four independently annotated perspectives plus a harmonized unified caption, produced by specialized vision-language models or human annotation and validated through complementary quality evaluations.

Shuai Wang, Wang-Yuan Ding, Yixian Shen et al. · 0 citations

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