代表性成果(一作及通讯论文)
1.Xiaodan Zhang, Aozhe Jia, Junzhong Ji, Liangqiong Qu and Qixiang Ye. Intra- and Inter-Head Orthogonal Attention for Image Captioning. IEEE Transactions on Image Processing (IEEE TIP). 2025, 34: 594-607. (CCF A,中科院一区期刊)
2.Xiaodan Zhang, Yanzhao Shi, Junzhong Ji, Chengxin Zheng, Liangqiong Qu. MEPNet: Medical Entity-balanced Prompting Network for Brain CT Report Generation. The 39th Annual AAAI Conference on Artificial Intelligence (AAAI) 2025.(CCF A,人工智能领域顶会)
3.Chengxin Zheng, Junzhong Ji, Yanzhao Shi,Xiaodan Zhang*, Liangqiong Qu. See Detail Say Clear: Towards Brain CT Report Generation via Pathological Clue-driven Representation Learning.In Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP).2024: 16542–16552(NLP领域顶会, CAAI-A, CCF-B)
4.Xiaodan Zhang, Shixin Dou, Junzhong Ji, Ying Liu, Zheng Wang. Co-occurrence Relationship Driven Hierarchical Attention Network for Brain CT Report Generation. IEEE Transactions on Emerging Topics in Computational Intelligence.2024, 5(8):3643-3653. (SCI一区期刊)
5.Xiaodan Zhang, Sisi Yang, Yanzhao Shi, Junzhong Ji, Ying Liu, Zheng Wang, Huimin Xu; Weakly Guided Attention Model with Hierarchical Interaction for Brain CT Report Generation, Computers in Biology and Medicine (CIBM), 2023:107650. (中科院一区期刊)
6.Yanzhao Shi, Junzhong Ji,Xiaodan Zhang*, Liangqiong Qu, and Ying Liu. Granularity Matters: Pathological Graph-driven Cross-modal Alignment for Brain CT Report Generation. In Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023:6617–6630. (NLP领域顶会, CAAI-A, CCF B)
7.Junzhong Ji, Zhuoran Du,Xiaodan Zhang*. Divergent-convergent Attention for Image Captioning. Pattern Recognition,2021 (115):107928.(中科院一区期刊)
8.Junzhong Ji, Cheng Xu,Xiaodan Zhang*, Boyue Wang, Xinhang Song. Spatio-temporal Memory Attention for Image Captioning. IEEE Transactions on Image Processing (IEEE TIP), 2020 (29): 7615-7628. (CCF-A,中科院一区期刊)
学术服务
1.国际会议程序委员会成员/审稿人:CVPR 2025-, AAAI 2025-, ACL ARR 2025-, ICCV 2025-, NeurIPS 2024-, CVPR 2024-, ACL ARR 2024-, ACM MM 2024-.
2.国际期刊审稿人:IEEE TIP, IEEE TCSVT, Pattern Recognition, Neurocomputing.