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Zi-Chen Liang

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Preprint Sep 2026

MinCU: A Fine-Grained Benchmark for Grounded Minimal-Change Understanding in Image Pairs

Localizing and describing fine-grained differences between near-identical images is a critical yet underexplored capability for multimodal large language models (MLLMs). Existing benchmarks largely assess semantic comparison or single-image grounding in isolation, without jointly requiring faithful description and phys...

Chao-Qian Mu, Wen-Hao Wu, Zi-Chen Liang et al. · 0 citations

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