25 citations · 53 across the 8 of their papers we have counts for
4 papers · 1 filter
Disentangling Content from Style to Overcome Shortcut Learning: A Hybrid Generative-Discriminative Learning Framework
Siming Fu, Sijun Dong, Xiaoliang Meng
Despite the remarkable success of Self-Supervised Learning (SSL), its generalization is fundamentally hindered by Shortcut Learning, where models exploit superficial features like…
PeftCD: Leveraging Vision Foundation Models with Parameter-Efficient Fine-Tuning for Remote Sensing Change Detection
Sijun Dong, Yuxuan Hu, LiBo Wang +2
To tackle the prevalence of pseudo changes, the scarcity of labeled samples, and the difficulty of cross-domain generalization in multi-temporal and multi-source remote sensing ima…
CFNet: Optimizing Remote Sensing Change Detection through Content-Aware Enhancement
Fan Wu, Sijun Dong, Xiaoliang Meng
Change detection is a crucial and widely applied task in remote sensing, aimed at identifying and analyzing changes occurring in the same geographical area over time. Due to variab…
A Remote Sensing Image Change Detection Method Integrating Layer Exchange and Channel-Spatial Differences
Sijun Dong, Fangcheng Zuo, Geng Chen +2
Change detection in remote sensing imagery is a critical technique for Earth observation, primarily focusing on pixel-level segmentation of change regions between bi-temporal image…