3 papers
cs.CV2026
Next-Frequency Autoregressive Modeling for Remote Sensing Change Detection
Luqi Gong, Rui Xu, Qixin Xie +5
Remote sensing change detection identifies land-cover changes from bi-temporal images. Most existing methods follow a one-shot dense prediction paradigm, directly regressing a chan…
cs.CV2026
Physics-Aligned Spectral Mamba: Decoupling Semantics and Dynamics for Few-Shot Hyperspectral Target Detection
Luqi Gong, Qixin Xie, Yue Chen +4
Meta-learning facilitates few-shot hyperspectral target detection (HTD), but adapting deep backbones remains challenging. Full-parameter fine-tuning is inefficient and prone to ove…
cs.CV2026
DINOv3 Visual Representations for Blueberry Perception Toward Robotic Harvesting
Rui-Feng Wang, Daniel Petti, Yue Chen +1
Vision Foundation Models trained via large-scale self-supervised learning have demonstrated strong generalization in visual perception; however, their practical role and performanc…