| 2026 | AAAI | HLML-SNN：Fast Continual Learning in Spiking Neural Networks Achieved via Hebbian Learning-Driven Meta-Learning. | Jiangshuai Xu, Peiyun Xue, Jiacheng Song, Xuhui Huang, Qingshan Hou |
| 2025 | IJCNN | Weakly Supervised Lesion Detection Guides Diabetic Retinopathy Grading. | Jun Li, Hantao Zhang, Shouhong Wan, Qingshan Hou, Peng Cao, Banghao Yin |
| 2025 | MICCAI | RIFNet: Bridging Modalities for Accurate and Detailed Ocular Disease Analysis. | Yuqing Li, Qingshan Hou, Peng Cao, Jianguo Ju, Tianqi Wang, Meng Wang, Ke Zou, Yih Chung Tham, Huazhu Fu, Osmar R. Zaane |
| 2024 | MICCAI | A Clinical-Oriented Multi-level Contrastive Learning Method for Disease Diagnosis in Low-Quality Medical Images. | Qingshan Hou, Shuai Cheng, Peng Cao, Jinzhu Yang, Xiaoli Liu, Yih Chung Tham, Osmar R. Zaane |
| 2024 | MICCAI | A Clinical-Oriented Lightweight Network for High-Resolution Medical Image Enhancement. | Yaqi Wang, Leqi Chen, Qingshan Hou, Peng Cao, Jinzhu Yang, Xiaoli Liu, Osmar R. Zaane |
| 2024 | MICCAI | Progressively Correcting Soft Labels via Teacher Team for Knowledge Distillation in Medical Image Segmentation. | Yaqi Wang, Peng Cao, Qingshan Hou, Linqi Lan, Jinzhu Yang, Xiaoli Liu, Osmar R. Zaane |
| 2023 | MICCAI | Lesion-Aware Contrastive Learning for Diabetic Retinopathy Diagnosis. | Shuai Cheng, Qingshan Hou, Peng Cao, Jinzhu Yang, Xiaoli Liu, Osmar R. Zaane |