4 papers
Attribute-Grounded Selective Reasoning for Artwork Emotion Understanding with Multimodal Large Language Models
Cheng Zhang, Yuer Liu, Zhiyu Zhou +2
Multimodal large language models (MLLMs) can produce fluent artwork emotion explanations, but they often suffer from attribute flooding: they enumerate many visible formal attribut…
PinpointQA: A Benchmark for Small Object-Centric Spatial Understanding in Indoor Videos
Zhiyu Zhou, Peilin Liu, Ruoxuan Zhang +4
Reliable embodied interaction in indoor environments requires agents to precisely localize small everyday objects from visual observations. Yet this fundamental capability remains…
EmoArt: A Multidimensional Dataset for Emotion-Aware Artistic Generation
Cheng Zhang, Hongxia xie, Bin Wen +3
With the rapid advancement of diffusion models, text-to-image generation has achieved significant progress in image resolution, detail fidelity, and semantic alignment, particularl…
Single Document Image Highlight Removal via A Large-Scale Real-World Dataset and A Location-Aware Network
Lu Pan, Yu-Hsuan Huang, Hongxia Xie +4
Reflective documents often suffer from specular highlights under ambient lighting, severely hindering text readability and degrading overall visual quality. Although recent deep le…