3 papers
cs.NE2025
MS2Edge: Towards Energy-Efficient and Crisp Edge Detection with Multi-Scale Residual Learning in SNNs
Yimeng Fan, Changsong Liu, Mingyang Li +3
Edge detection with Artificial Neural Networks (ANNs) has achieved remarkable prog\-ress but faces two major challenges. First, it requires pre-training on large-scale extra data a…
cs.CV2025
Image-Plane Geometric Decoding for View-Invariant Indoor Scene Reconstruction
Mingyang Li, Yimeng Fan, Changsong Liu +4
Volume-based indoor scene reconstruction methods offer superior generalization capability and real-time deployment potential. However, existing methods rely on multi-view pixel bac…
cs.CV2024
Cycle Pixel Difference Network for Crisp Edge Detection
Changsong Liu, Wei Zhang, Yanyan Liu +5
Edge detection, as a fundamental task in computer vision, has garnered increasing attention. The advent of deep learning has significantly advanced this field. However, recent deep…