cross-attention 1data augmentation 1few-shot image generation 1hypernetwork control 1industrial defect detection 1lightweight neural network 1rail defect detection 1real-time inspection 1rgb-d data 1stable diffusion 1
From the 2 of 2 linked papers with an AI index.
2 papers
cs.CV2026
Knowledge-Embedded and Hypernetwork-Guided Few-Shot Substation Meter Defect Image Generation Method
Jackie Alex, Justin Petter
The paper proposes a framework that uses knowledge embedding and a hypernetwork‑guided diffusion model to generate realistic defect images of substation meters from very few annota…
cs.CV2026
LPCAN: Lightweight Pyramid Cross-Attention Network for Rail Surface Defect Detection Using RGB-D Data
Jackie Alex, Guoqiang Huan
The paper introduces a lightweight pyramid cross‑attention network (LPCANet) that uses RGB‑D data to detect rail surface defects efficiently, achieving high accuracy with low compu…