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Ziyan Qiu

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Preprint Oct 2026

Unlocking Fine-Grained Perception in CLIP via Structurally-Aware Latent Masked Modeling

Vision-Language Models (VLMs) such as CLIP excel in global semantic alignment but often lack fine-grained perceptual capabilities. This hinders dense prediction tasks and bottlenecks the visual potential of Multimodal Large Language Models (MLLMs). Existing research has attempted to enhance CLIP's visual representation...

Jun-Tong Li, Lingwei Dang, Hao-Min Wu et al. · 0 citations
Review Aug 2026

Roomer: Reflective Object-Grounded Model Editing and Repair for 3D Indoor Layout Synthesis

Roomer is presented, a reflective repair framework that casts local violations as sparse, object-grounded repair problems and repairs residual violations while preserving valid regions, improves physical validity and usability, and transfers across external generators.

Lingwei Dang, Ziyan Qiu, Jiajia Cheng et al. · 0 citations

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