近年代表性一作/通讯论文：
(^The students I advised when preparing the papers; * Corresponding author; #Contributed Equally.)Qing Cai , GuihaoYan , Fan Zhang , Zheng Zhang , Zhi Liu. SEMC: Structure-Enhanced Mixture-of-Experts Contrastive Learning for Ultrasound standardPlane Recognition[C]. AAAI Conference on Artificial Intelligence(AAAI). 2026.(CCF A 类会议，Oral) (一作&通讯)[PDF][CODE]
Shuaiheng Li#^, Qing Cai#*, Fan Zhang, Yangyang Shu, Guanbin Li, Junyu Dong, Lingqiao Liu, David Zhang. LearnMat: Semantic-Aware Self-Supervision Fine-Grained Visual Recognition [J]. IEEE Transactions on Image Processing, 2026.（中科院一区Top期刊，CCF A 类期刊，IF=13.7）（共同一作）[PDF][CODE]
Qing Cai, Shaozhe Wang, Fan Zhang, Cheng Zhang, Yu Liu, Huafeng Li, Junyu Dong, David Zhang. Multimodal Artificial Intelligence for Disease Diagnosis: Advances, Applications, and Challenges [J]. Pattern Recognition, 2026.（中科院一区Top期刊，CCF A 类期刊，IF=7.6）（一作）[PDF]
Shiji Qiu^, Zuoqi Hu, Tiange Zhang, Zhi Liu, Junyu Dong, Qing Cai*. Sonar-Neus:Voxel-based Efficient Neural Implicit Surface Reconstruction for Forward- Looking Sonar [J]. Neural Network, 2026.（通讯作者）[PDF]
Shaoming Li^, Qing Cai#*, Songqi Kong, Runqing Tan, Heng Tong, Shiji Qiu, Yongguo Jiang, Zhi Liu. MESC-3D: Mining Effective Semantic Cues for 3D Reconstruction from a Single Image[C]. IEEE Conference on Computer Vision and Pattern Recognition(CVPR), 2025(CCF A 类会议) (共同一作&通讯)[PDF][CODE]
Ke Yan#^, Qing Cai#*, Fan Zhang, Ziyan Cao, Zhi Liu. SGTC: Semantic-Guided Triplet Co-training for Sparsely Annotated Semi-Supervised Medical Image Segmentation[C]. AAAI Conference on Artificial Intelligence(AAAI). 2025, 39(9): 9112-9120 (CCF A 类会议) (共同一作&通讯)[PDF][CODE]
Huafeng Li, Dayong Su, Qing Cai*, Yafei Zhang. BSAFusion: A Bidirectional Stepwise Feature Alignment Network for Unaligned Medical Image Fusion[C]. AAAI Conference on Artificial Intelligence(AAAI). 2025, 39(5): 4725-4733 (CCF A 类会议) (通讯)[PDF][CODE]
Jiahui Kang（本科生）, Qing Cai*, Runqing Tan, Yimei Liu, Zhi Liu. C2PD: Continuity-Constrained Pixelwise Deformation for Guided Depth Super-Resolution[C]. AAAI Conference on Artificial Intelligence(AAAI). 2025, 39(4): 4212-4220 (CCF A 类会议) (通讯)[PDF][CODE]
Xifeng Hu, Wenmiao Wang, Yujun Li, Qing Cai*, Zhi Liu, Weifeng Hu, Shanshan Wang, Subhas Chandra Mukhopadhyay, David Zhang. FCLIP:Fine-grained Prompt Learning for Weakly Supervised Histopathological Segmentation [J]. Information Fusion, 2025(中科院SCI一区Top，图像融合领域顶刊，IF=15.5) (通讯)[PDF][CODE]
Wenzhen Zhang, Yankun Cao, Xifeng Hu, Guanjie Sun, Yuezhong Zhang, Yujun Li, Qing Cai*, Zhi Liu. Annular Prior Prompt Learning for Medical Images Segmentation[J]. IEEE Transactions on Biomedical Engineering,2025(通讯)[PDF][CODE]
Fan Zhang, Huiying Liu, Qing Cai*, Shanshan Wang, Binglu Wang, Junyu Dong, David Zhang FedTSSL: Federated Transformer-based Self-Supervised Learning for Volumetric Medical Image Segmentation[J]. IEEE Transactions on Neural Networks and Learning Systems,2025,36(7):13498-13511.. (中科院SCI一区Top，IF=10.2) (通讯)[PDF][CODE]
Qing Cai, Mu Li, Dongwei Ren, Jun Lyu, Haiyong Zheng*, Junyu Dong*, Herbert Yang, Spherical Pseudo-cylindrical Representation for Omnidirectional Image Super-Resolution[C]. AAAI Conference on Artificial Intelligence(AAAI).2024, 38(2): 873-881. (CCF A 类会议) (一作)[PDF]
Tiange Zhang, Qing Cai*, Feng Gao, Lin Qi,Junyu Dong, Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting[C]. International Joint Conference on Artificial Intelligence (IJCAI).2024.5490-5498.(CCF A 类会议) (通讯)[PDF][CODE]
Jun Lyu, Guangyuan Li, Chengyan Wang, Qing Cai*, Qi Dou, David Zhang,Jing Qin, Multicontrast MRI Super-Resolution via Transformer-empowered Multi-scale Contextual Matching and Aggregation[J]. IEEE Transactions on Neural Networks and Learning Systems, 2024,35:12004-12014. (中科院SCI一区Top，IF=10.2) (通讯)[PDF][CODE]
Xianglong Wang, Eric Rigall, Xifeng An, Zhihao Li, Qing Cai*, Shu Zhang, Junyu Dong*.A New Benchmark and Low Computational Cost Localization Method for Cephalometric Analysis[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2024,34(9):8939-8952.(中科院SCI一区Top 期刊，IF=8.3)[PDF][CODE]
Fan Zhang, Huiying Liu, Jinjiang Wang, Jun Lyu, Qing Cai* , Huafeng Li, Junyu Dong, David Zhang, CroCT: Cross-structure-task Collaborative Teaching for Semi-supervised Medical Image Segmentation[J]. Pattern Recognition, 2024, 152: 110426. (中科院SCI一区Top 期刊，CCF B 类，IF=7.5) (通讯)[PDF][CODE]
Fan Zhang, Huiying Liu, Xiaojun Duan, Binglu Wang, Qing Cai*, Huafeng Li, Junyu Dong, David Zhang, DSLSM: Dual-kernel-induced Statistic Level Set Model for Image Segmentation[J]. Expert Systems With Applications , 2024, 242: 122772.(中科院SCI一区Top 期刊，CCF B 类，IF=7.5) (通讯)[PDF][CODE]
Shaoxiang Guo, Qing Cai*, Lin Qi,Junyu Dong, CLIP-Hand3D: Exploiting 3D Hand Pose Estimation via Context-Aware Prompting[C]. ACM International Conference on Multimedia (ACM MM), 2023: 4896-4907. (CCF A 类会议) (通讯)[PDF][CODE]
Qing Cai, Yiming Qian, Jinxing Li, Jun Lyu, Yee-Hong Yang, Feng Wu, David Zhang*, HIPA: Hierarchical Patch Transformer for Single Image Super Resolution[J]. IEEE Transactions on Image Processing, 2023,32:3226-3237. (中科院SCI一区Top期刊， CCF A 类，IF=10.8) (一作)[PDF][CODE]
Qing Cai, Jinxing Li, Huafeng Li, Yee-Hong Yang, Feng Wu, David Zhang*, TDPN: Texture and Detail-Preserving Network for Single Image Super-Resolution[J]. IEEE Transactions on Image Processing, 2022, 31:2375-2389. (中科院SCI一区Top 期刊， CCF A 类，IF=10.8) (一作)[PDF][CODE]
Fan Zhang, Huiying Liu, Chuanshuo Cao, Qing Cai*, David Zhang, RVLSM: Robust Variational Level Set Method for Image Segmentation with Intensity Inhomogeneity and High Noise[J]. Information Sciences, 2022,596:439-459. (中科院SCI一区Top 期刊， CCF B 类，IF= 8.1) (通讯)[PDF][CODE]
Xinyu Lin, Qing Cai*, Huafeng Li, Hierarchical Complementary Residual Attention Learning for Defocus Blur Detection[J]. Neurocomputing, 2022,501:88-101. (中科院SCI二区Top期刊，IF= 5.5) (通讯)[PDF][CODE]
Qing Cai, Yiming Qian, Sanping Zhou, Jinxing Li*, Yee-Hong Yang, Feng Wu, David Zhang*, AVLSM: Adaptive Variational Level Set Model for Image Segmentation in the Presence of Severe Intensity Inhomogeneity and High Noise[J]. IEEE Transactions on Image Processing, 2021, 31：43-57.(中科院SCI一区Top 期刊， CCF A 类，IF=10.8) (一作)[PDF][CODE]
Qing Cai*, Huiying Liu, Yiming Qian, Sanping Zhou, Jinjun Wang, Yee-Hong Yang, A Novel Hybrid Level Set Model for Non-Rigid Object Contour Tracking[J]. IEEE Transactions on Image Processing, 2021,31:15-29. (中科院SCI一区Top期刊， CCF A 类，IF=10.8) (一作&通讯)[PDF][CODE]
Qing Cai*, Huiying Liu, Yiming Qian, Sanping Zhou, Xiaojun Duan, Yee-Hong Yang, Saliency-Guided Level Set Model for Automatic Object Segmentation[J]. Pattern Recognition, 2019,93: 147-163. (中科院SCI一区Top 期刊，CCF B 类，IF=7.5) (一作&通讯)[PDF][CODE]
Qing Cai*, Huiying Liu, Sanping Zhou, Jingfeng Sun, Jing Li, An Adaptive-Scale Active Contour Model for Inhomogeneous Image Segmentation, Bias Feld Estimation[J]. Pattern Recognition , 2018, 82: 79-93. (中科院SCI一区Top 期刊，CCF B 类，IF=7.5) (一作&通讯)[PDF][CODE]