SSD Object Detection Model Based on Multi-Frequency Feature Theory. - Jinling Li; Qingshan Hou; Jinsheng Xing; Jianguo Ju (IEEE Access, 2020)

Collaborative learning of weakly-supervised domain adaptation for diabetic retinopathy grading on retinal images. - Peng Cao 001; Qingshan Hou; Ruoxian Song; Haonan Wang; Osmar R. Zaïane (Comput. Biol. Medicine, 2022)

Collaborative Consistent Knowledge Distillation Framework for Remote Sensing Image Scene Classification Network. - Shiyi Xing; Jinsheng Xing; Jianguo Ju; Qingshan Hou; Xiurui Ding (Remote. Sens., 2022)

Lesion-Aware Contrastive Learning for Diabetic Retinopathy Diagnosis. - Shuai Cheng; Qingshan Hou; Peng Cao 001; Jinzhu Yang; Xiaoli Liu 001; Osmar R. Zaïane (MICCAI (7), 2023)

A Reference-free Self-supervised Domain Adaptation Framework for Low-quality Fundus Image Enhancement. - Qingshan Hou; Peng Cao 001; Jiaqi Wang 013; Xiaoli Liu 001; Jinzhu Yang; Osmar R. Zaïane (ACM Multimedia, 2023)

Self-supervised Domain Adaptation for Breaking the Limits of Low-quality Fundus Image Quality Enhancement. - Qingshan Hou; Peng Cao 001; Jiaqi Wang 013; Xiaoli Liu 001; Jinzhu Yang; Osmar R. Zaïane (CoRR, 2023)

Image Quality Assessment Guided Collaborative Learning of Image Enhancement and Classification for Diabetic Retinopathy Grading. - Qingshan Hou; Peng Cao 001; Liyu Jia; Leqi Chen; Jinzhu Yang; Osmar R. Zaïane (IEEE J. Biomed. Health Informatics, 2023)

A Clinical-Oriented Multi-level Contrastive Learning Method for Disease Diagnosis in Low-Quality Medical Images. - Qingshan Hou; Shuai Cheng; Peng Cao 001; Jinzhu Yang; Xiaoli Liu 001; Yih Chung Tham; Osmar R. Zaïane (MICCAI (3), 2024)

A Clinical-Oriented Lightweight Network for High-Resolution Medical Image Enhancement. - Yaqi Wang 004; Leqi Chen; Qingshan Hou; Peng Cao 001; Jinzhu Yang; Xiaoli Liu 001; Osmar R. Zaïane (MICCAI (3), 2024)

Progressively Correcting Soft Labels via Teacher Team for Knowledge Distillation in Medical Image Segmentation. - Yaqi Wang 004; Peng Cao 001; Qingshan Hou; Linqi Lan; Jinzhu Yang; Xiaoli Liu 001; Osmar R. Zaïane (MICCAI (9), 2024)

Lesion-aware knowledge distillation for diabetic retinopathy lesion segmentation. - Yaqi Wang 004; Qingshan Hou; Peng Cao 001; Jinzhu Yang; Osmar R. Zaïane (Appl. Intell., 2024)

MRSE: An Efficient Multi-modality Retrieval System for Large Scale E-commerce. - Hao Jiang; Haoxiang Zhang; Qingshan Hou; Chaofeng Chen; Weisi Lin; Jingchang Zhang; Annan Wang (CoRR, 2024)

A Collaborative Self-Supervised Domain Adaptation for Low-Quality Medical Image Enhancement. - Qingshan Hou; Yaqi Wang 004; Peng Cao 001; Shuai Cheng; Linqi Lan; Jinzhu Yang; Xiaoli Liu 001; Osmar R. Zaïane (IEEE Trans. Medical Imaging, 2024)

A lightweight multiscale smoke segmentation algorithm based on improved DeepLabV3+. - Xin Chen; Qingshan Hou; Yan Fu; Yaolin Zhu (IET Image Process., 2024)

Are Traditional Deep Learning Model Approaches as Effective as a Retinal-Specific Foundation Model for Ocular and Systemic Disease Detection? - Samantha Min Er Yew; Xiaofeng Lei; Jocelyn Hui Lin Goh; Yibing Chen; Sahana Srinivasan; Miao-li Chee; Krithi Pushpanathan; Ke Zou; Qingshan Hou; Zhi Da Soh; Cancan Xue; Marco Chak Yan Yu; et al. (CoRR, 2025)

Is an Ultra Large Natural Image-Based Foundation Model Superior to a Retina-Specific Model for Detecting Ocular and Systemic Diseases? - Qingshan Hou; Yukun Zhou; Jocelyn Hui Lin Goh; Ke Zou; Samantha Min Er Yew; Sahana Srinivasan; Meng Wang 001; Thaddaeus Wai Soon Lo; Xiaofeng Lei; Siegfried K. Wagner; Mark A. Chia; Dawei Yang; et al. (CoRR, 2025)

FundusGAN: A Hierarchical Feature-Aware Generative Framework for High-Fidelity Fundus Image Generation. - Qingshan Hou; Meng Wang 001; Peng Cao 001; Ke Zou; Xiaoli Liu 001; Huazhu Fu; Osmar R. Zaïane (CoRR, 2025)

A Clinician-Friendly Platform for Ophthalmic Image Analysis Without Technical Barriers. - Meng Wang 038; Tian Lin; Qingshan Hou; Aidi Lin; Jingcheng Wang; Qingsheng Peng; Truong X. Nguyen; Danqi Fang; Ke Zou; Ting Xu; Cancan Xue; Ten Cheer Quek; et al. (CoRR, 2025)

A Reference-Free Quality Enhancement Framework for Low-Quality Fundus Images. - Qingshan Hou; Yaqi Wang 004; Linqi Lan; Peng Cao 001; Jinzhu Yang; Xiaoli Liu 001; Meng Wang 001; Yih Chung Tham; Osmar R. Zaïane (IEEE Trans. Circuits Syst. Video Technol., 2025)