Shengdong Zhang, Fan Jia, Xiang Li, Hao Zhang, Jun Shi, Liyan Ma∗, Shihui Ying∗. LMS-Net: A Learned Mumford-Shah Network For Binary Few-Shot Medical Image Segmentation. Medical Image Analysis, 2025.
Sijia Lu, Yinsai Guo, Xue Chen, Liyan Ma. Dual-level Concept-aware Network for Video Captioning with Augmented Semantics. IJCNN 2025.
Yuandi Zhao, Qianxi Xia, Yang Sun, Zhijie Wen, Liyan Ma, Shihui Ying. Open Set Label Noise Learning with Robust Sample Selection and Margin-Guided Module. Knowledge-Based Systems, 2025.
Le Jiang, Liyan Ma∗, Guang Yang*. Shadow defense against gradient inversion attack in federated learning. Medical Image Analysis, 2025.
Haozhe Zhang, Liyan Ma∗, Zhi Li, Tieyong Zeng. MPGB: Learning discriminative embeddings with multi-prototype and gradient balancing strategy for multi-modal 3D open world object detection. Knowledge-Based Systems, 2025.
Yan Sun, Xueling Feng, Xiaolei Liu, Liyan Ma, Long Hu, Mark S. Nixon. TriGait: Hybrid Fusion Strategy for Multimodal Alignment and Integration in Gait Recognition. IEEE Trans. Biom. Behav. Identity Sci. 7(1): 82-94 (2025).
Xuanmin Chen, Liyan Ma∗, Shihui Ying, Dinggang Shen, Tieyong Zeng. FEFA: Frequency Enhanced Multi-Modal MRI Reconstruction with Deep Feature Alignment. IEEE Journal of Biomedical and Health Informatics, 2024
Yinsai Guo, Liyan Ma∗, Xiangfeng Luo, Shaorong Xie. DP-DDCL: Adiscriminative prototype with dualdecoupled contrast learning method for few-shot object detection. Knowledge-Based Systems, 2024.
Yinsai Guo, Hang Yu, Liyan Ma, Xiangfeng Luo, Shaorong Xie. DIECDK: A Discriminative Information Enhancement Method with Cross-modal Domain Knowledge for Fine-grained Ship Detection. lEEE Transactions on Circuits and Systems for Video Technology, 2024.
Xinbiao Xu, Liyan Ma∗, Fan Jia, Tieyong Zeng. DQDG: Data-Free Quantization with Dual Generators for Keyword Spotting. IEEE Signal Processing Letters, 2024.
Yitian Tao, Liyan Ma∗, Jing Yu, Han Zhang. Memory-based Cross-modal Semantic Alignment Network for Radiology Report Generation. IEEE Journal of Biomedical and Health Informatics, 2024.
Zhenglin Li, Wenbo Zheng, Le Yang, Liyan Ma, Yang Zhou, and Yan Peng. MonoAux: Fully Exploiting Auxiliary Information and Uncertainty for Monocular 3D Object Detection. Cyborg and Bionic Systems, 2024.
Zhenglin Li, Tianxin Yuan, Yang Zhou, Liyan Ma, Yan Peng. Target Detection for USVs by Radar-vision Fusion with Swag-robust Distance-aware Probabilistic Multi-modal Data Association. IEEE Sensors Journal, 2024
Yu Chen, Liyan Ma∗, Liping Jing, Jian Yu. BSDP: Brain-inspired Streaming Dual-level Perturbations for Online Open World Object Detection. Pattern Recognition, 2024.
Dan Zhang, Yingbing Xu, Liyan Ma, Xiaowei Li, Xiangyu Zhang, Yan Peng, Yaoran Chen. SRENet: Structure Recovery Ensemble Network for Single Image Deraining. Applied Intelligence, 2024.
Yuejia Cheng, Qinhua Tang, Xiang Li, Liyan Ma, Junyi Yuan, Xumin Hou. Meta-Lasso: New Insight on Infection Prediction after Minimally Invasive Surgery. Medical & Biological Engineering & Computing, 2024.
Yinsai Guo, Hang Yu, Shaorong Xie, Liyan Ma, Xinzhi Cao, Xiangfeng Luo. DSCA: A Dual Semantic Correlation Alignment Method for domain adaptation object detection. Pattern Recognition, Volume 150, June 2024.
Le Jiang, Liyan Ma*, Tieyong Zeng, Shihui Ying. UFPS: A unified framework for partially-annotated federated segmentation in heterogeneous data distribution. Cell Press: Patterns, 2024. https://arxiv.org/pdf/2311.09757.pdf
Xinbiao Xu, Liyan Ma*, Tieyong Zeng, Qinghua Huang. Quantized Graph Neural Networks for Image Classification. Mathematics 2023, 11(24), 4927.
Le Jiang, Xinhao Yang, Liyan Ma*, Zhenglin Li. Global Consistency Enhancement Network for Weakly-Supervised Semantic Segmentation. PRCV 2023.
Yu Chen, Zhaoyong Yan, Liyan Ma*. New Insights on the Generation of Rain Streaks: Generating-Removing United Unpaired Image Deraining Network. PRCV 2023.
Binke Cai, Liyan Ma*, Yan Sun. Dual consistent pseudo label generation for multi-source domain adaptation without source data for medical image segmentation. Frontiers in Neuroscience-Neuroprosthetics, Volume 17,2023.
Zhaoyong Yan, Liyan Ma*, Xiangfeng Luo, Yan Sun. Multi-scale and Multi-stage Deraining Network with Fourier space loss. 29th International Conference on MultiMedia Modeling（MMM）, 2023.
Jinan Yu, Liyan Ma*, Zhenglin Li, Yan Peng, Shaorong Xie. Open-World Object Detection Via Discriminative Class Prototype Learning. IEEE ICIP 2022.
Xinhao Yang, Liyan Ma*, Yang Zhou, Yan Peng, Shaorong Xie. Prior Semantic Harmonization Network For Few-Shot Semantic Segmentation. IEEE ICIP 2022.
Binke Cai, Liyan Ma*. A Transformer-based Cascade Network with Boundary Enhancement Loss for Retinal Vessel Segmentation. ICPR 2022.
Fan Jia, Liyan Ma, Yijin Yang, Tieyong Zeng. Pixel-Attention CNN with Color Correlation Loss for Color Image Denoising. IEEE Signal Processing Letters, 2021.
Li Tian, Liyan Ma*, Zhijie Wen*, Shaorong Xie, Yupeng Xu. Learning Discriminative Representations for Fine-Grained Diabetic Retinopathy Grading. IEEE IJCNN 2021.
Zhijie Wen, Qi Zhang, Wei Wang, Liyan Ma*. Few-Shot Classification With Intra-Class Unrelated Multi-Prototype Representation and Episode Adaptation Strategy. IEEE ICTAI-2021.
Shixiong Zhu, Xiangfeng Luo, Liyan Ma, Shaorong Xie. Realistic Style-Transfer Generative Adversarial Network With a Weight-Sharing Strategy. 32nd International Conference on Tools with Artificial Intelligence，2020
Wei Wang, Zhijie Wen*, Liyan Ma*, and Shihui Ying. Multi-Metric Joint Discrimination Network for Few-shot Classification. PRCV 2020.
Xuelong Xu, Xiangfeng Luo, Liyan Ma. Context-Aware Hierarchical Feature Attention Network for Multi-Scale Object Detection. IEEE ICIP 2020.
Xiaoye Sun, Liyan Ma* , Gongyan Li. Multi-vision Attention Networks for On-line Red Jujube Grading. Chinese Journal of Electronics, 28 (6): 1108-1117，2019.
Jie Zhu; S.F. Wu; X.Z. Wang, G.Q. Yang, Liyan Ma. Multi-image matching for object recognition. IET COMPUTER VISION. 2018. 12(3): 350-356.
Liyan Ma, Tieyong Zeng and Gongyan Li. Hybrid Variational Model for Texture Image Restoration. EAST ASIAN JOURNAL ON APPLIED MATHEMATICS. 2017. 7(3):629-642.
Liyan Ma, Li Xu, and Tieyong Zeng.Low rank prior and total variation regularization for image deblurring. Journal of Scientific Computing. 70(3) :1336-1357,2017.
Wei Liu, Liyan Ma, B. Qiu, M.Y. Cui, J.W. Ding. An efficient depth map preprocessing method based on structure-aided domain transform smoothing for 3D view generation. PLOS ONE. 2017. 12(4):e0175910.
Wei Liu, Liyan Ma, Bo Qiu, Mingyue Cui. Stereoscopic view synthesis based on region-wise rendering and sparse representation. Signal Processing: Image Communication, 47, 1-15, 2016.
Liyan Ma, Tieyong Zeng, Image Deblurring via Total Variation Based Structured Sparse Model Selection. Journal of Scientific Computing: 64(1) ,1-19,2016.
Liyan Ma, Lionel Moisan, Jian Yu, Tieyong Zeng, A Stable Method Solving the Total Variation Dictionary Model with L∞ Constraints. Inverse Problems and Imaging. 8(2) ,507-535,2014.
Liyan Ma, Jian Yu, Tieyong Zeng. Sparse Representation Prior and Total Variation--Based Image Deblurring Under Impulse Noise. SIAM Journal on Imaging Sciences, vol. 6, no. 4. pp. 2258-2284, 2013.
Liyan Ma, Lionel Moisan, Jian Yu, Tieyong Zeng. Dictionary learning approach for deblurring Poissonian Images, IEEE Trans. Medical Imaging, vol.32, no.7. pp.1277-1289, 2013.
Liyan Ma, Michael K. Ng, Jian Yu, Tieyong Zeng. Efficient box-constrained TV-type-$l^1$ Algorithms for Restoring Images with Impulse Noise. Journal of Computational Mathematics, vol.31, no.3, pp.249-270, 2013.
Liyan Ma, Jian Yu. A Convex Approach for Local Statistics Based Region Segmentation，Chinese Journal of Electronics, vol.21, no.4. pp.623-626, 2012.
Liyan Ma, Hongwei Li. An algorithm based on nonlinear PCA for blind separation of convolutive mixtures. Acta Electronica Sinica (Chinese), 36(5): 1009-1012,2008.
