4 papers
Freq-RemoteVAR: Next-Frequency Autoregressive Modeling for Remote Sensing Change Detection
Luqi Gong, Rui Xu, Yue Chen +3
The paper introduces Freq-RemoteVAR, a framework that treats remote sensing change detection as a progressive generation task in the frequency domain, using an autoregressive trans…
Diffusion Model as a Generalist Segmentation Learner
Haoxiao Wang, Antao Xiang, Haiyang Sun +8
Diffusion models are primarily trained for image synthesis, yet their denoising trajectories encode rich, spatially aligned visual priors. In this paper, we demonstrate that these…
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…
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…