3 papers
cs.CV2025
Few-Shot Generalized Category Discovery With Retrieval-Guided Decision Boundary Enhancement
Yunhan Ren, Feng Luo, Siyu Huang
While existing Generalized Category Discovery (GCD) models have achieved significant success, their performance with limited labeled samples and a small number of known categories…
cs.CV2025
Prohibited Items Segmentation via Occlusion-aware Bilayer Modeling
Yunhan Ren, Ruihuang Li, Lingbo Liu +1
Instance segmentation of prohibited items in security X-ray images is a critical yet challenging task. This is mainly caused by the significant appearance gap between prohibited it…
cs.CV2024
Few-shot Object Localization
Yunhan Ren, Bo Li, Chengyang Zhang +2
Existing object localization methods are tailored to locate specific classes of objects, relying heavily on abundant labeled data for model optimization. However, acquiring large a…