2 papers
cs.CV2026
Latent Anomaly Knowledge Excavation: Unveiling Sparse Sensitive Neurons in Vision-Language Models
Shaotian Li, Shangze Li, Chuancheng Shi +5
Large-scale vision-language models (VLMs) exhibit remarkable zero-shot capabilities, yet the internal mechanisms driving their anomaly detection (AD) performance remain poorly unde…
cs.CV2025
FashionPose: Unified Text-Driven Fashion Synthesis with Joint Geometric and Photometric Control
Chuancheng Shi, Yixiang Chen, Shaotian Li +5
Realistic and controllable garment synthesis is essential for fashion e-commerce, yet it demands precise coordination between human pose geometry and environmental photometry. Conv…