3 papers
cs.LG2026
Resource-Efficient Iterative LLM-Based NAS with Feedback Memory
Xiaojie Gu, Dmitry Ignatov, Radu Timofte
Neural Architecture Search (NAS) automates network design, but conventional methods demand substantial computational resources. We propose a closed-loop pipeline leveraging large l…
cs.CV2025
PEdger++: Practical Edge Detection via Assembling Cross Information
Yuanbin Fu, Liang Li, Xiaojie Guo
Edge detection serves as a critical foundation for numerous computer vision applications, including object detection, semantic segmentation, and image editing, by extracting essent…
cs.CV2025
Semi-Supervised Semantic Segmentation via Derivative Label Propagation
Yuanbin Fu, Xiaojie Guo
Semi-supervised semantic segmentation, which leverages a limited set of labeled images, helps to relieve the heavy annotation burden. While pseudo-labeling strategies yield promisi…