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
Bidding and tendering constitute a core and critical component of the project management system. It directly governs project cost, construction quality, construction schedule, and contract performance, serving as a key area for risk prevention and control throughout the full project lifecycle. Currently, the bidding an...
Dan Li, Xin Li, Jun-Tong Li· Advances in Economics and Ma...· 0 citations
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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