2 papers
cs.CV2026
Adaptive Attention Distillation for Robust Few-Shot Segmentation under Environmental Perturbations
Qianyu Guo, Jingrong Wu, Jieji Ren +2
Few-shot segmentation (FSS) aims to rapidly learn novel class concepts from limited examples to segment specific targets in unseen images, and has been widely applied in areas such…
cs.CV2025
Enhancing Environmental Robustness in Few-shot Learning via Conditional Representation Learning
Qianyu Guo, Jingrong Wu, Tianxing Wu +3
Few-shot learning (FSL) has recently been extensively utilized to overcome the scarcity of training data in domain-specific visual recognition. In real-world scenarios, environment…