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Author

Si-Yi Cheng

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Conference Aug 2026

MetalDefect-SD: Adapting Stable Diffusion for Few-Shot Metal Surface Defect Automatic Segmentation

Few-shot segmentation of metal surface defects is challenging because pixel-level annotations are scarce, defect appearances vary widely, and reflective backgrounds often contain defect-like textures. Existing support-query methods and diffusion-based segmentation frameworks can exploit pretrained visual priors, but th...

Wei Du, Zhao-Lei Diao, Xin Di Wu et al. · 0 citations
Open access Aug 2026

Cross-Source Prediction of a Visual Load Index from Vehicle Kinematic Features: A Driver-Independent Validation Study

Highlights What are the main findings? Across held-out drivers, vehicle kinematics retained measurable information about the eye-movement-derived visual load index (VLI) proxy beyond the road-type baseline (ΔAUC = 0.042; 95% CI: 0.006–0.078). The driving-style prior increased AUC from 0.589 to 0.633, but its driver-lev...

Tursun Mamat, Si-Yi Cheng, Chun-Guang He et al. · 0 citations

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