Author

Limeng Qiao

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Preprint Aug 2026

UniSpace: Unified Visual Representation and Scalable Multimodal Modeling

Patch Reparameterization is introduced, which preserves the original semantic pathway while adding a reconstruction-aware patch embedding that provides fine-grained visual information to the same frozen ViT blocks, and preserves multimodal understanding while enabling high-fidelity image reconstruction and a favorable...

Jinbo Yan, Limeng Qiao, Jie Qin et al. · 0 citations

Preprint Jul 2026

HoloCount: A Holistic Visual Counting Benchmark for MLLMs

Through an exhaustive evaluation of over 20 state-of-the-art MLLMs, HoloCount reveals a critical performance gap: even top-tier models degrade significantly as tasks transition from perception to complex analytical reasoning and adverse scenarios.

Jinhong Deng, Limeng Qiao, Guanglu Wan · 0 citations