2 papers
cs.CV2026
SLT: Robust Quantum Neural Networks for Noisy-Label Medical Image Classification via Supermartingale-based Label Transition
Jun Zhuang, Mohammad Al Hasan, Yiyu Shi +1
Noisy-label learning in small-scale medical image classification is challenging and hinders the superiority of deep neural networks. Recent studies suggest that quantum neural netw…
cs.CV2026
PaQ-DETR: Learning Pattern and Quality-Aware Dynamic Queries for Object Detection
Zhengjian Kang, Jun Zhuang, Kangtong Mo +3
Detection Transformer (DETR) has redefined object detection by casting it as a set prediction task within an end-to-end framework. Despite its elegance, DETR and its variants still…