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cs.CV2026
Unlocking Fine-Grained Perception in CLIP via Structurally-Aware Latent Masked Modeling
Juntong Li, Lingwei Dang, Haomin Wu +3
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 bottlenec…
cs.CV2026
StyleForge: Indoor Furniture Styling by Counterfactual Reasoning in a Hypergraph Field
Lingwei Dang, Shishuo Shang, Pan Liu +9
Fixed-layout indoor furniture styling requires selecting assets that form a coherent room without changing the prescribed furniture categories, positions, orientations, or scales.…