Take a Peek: Efficient Encoder Adaptation for Few-Shot Semantic Segmentation via LoRA 事件

Take a Peek: Efficient Encoder Adaptation for Few-Shot Semantic Segmentation via LoRA arXiv:2512.10521v2 Announce Type: replace Abstract: Few-shot semantic segmentation (FSS) aims to segment novel classes in query images using only a small annotated support set. While prior research has mainly focused on improving decoders, the encoder's limited ability to extract meaningful features for unseen classes remains a key bottleneck. In this work, we introduce \textit{Take a Peek} (TaP), a simple yet