3 papers
cs.CV2026
Reference-based Category Discovery: Unsupervised Object Detection with Category Awareness
Yichen Li, Qiankun Liu, Ying Fu
Traditional one-shot detection methods have addressed the closed-set problem in object detection, but the high cost of data annotation remains a critical challenge. General unsuper…
cs.CV2025
MAFE R-CNN: Selecting More Samples to Learn Category-aware Features for Small Object Detection
Yichen Li, Qiankun Liu, Zhenchao Jin +3
Small object detection in intricate environments has consistently represented a major challenge in the field of object detection. In this paper, we identify that this difficulty st…
cs.CV2025
Siamese-DETR for Generic Multi-Object Tracking
Qiankun Liu, Yichen Li, Yuqi Jiang +1
The ability to detect and track the dynamic objects in different scenes is fundamental to real-world applications, e.g., autonomous driving and robot navigation. However, tradition…