研究概述：利用磁共振成像结合人工智能技术，研究老年退行性疾病智能辅助诊断模型以及脑结构变化和病理机制

发表论文：

1.Ruru Zhang, Haihong E, Lifei Yuan, Yanhui Wang, Lifei Wang, and Meina Song. FGM-SPCL: Open-Set Recognition Network for Medical Images Based on Fine-Grained Data Mixture and Spatial Position Constraint Loss. Chinese Journal of Electronics 33, no. 4 (2024): 1023-1033.

2.Ruru Zhang, Haihong E, and Meina Song. FSCIL-EACA: Few-Shot Class-Incremental Learning Network Based on Embedding Augmentation and Classifier Adaptation for Image Classification. Chinese Journal of Electronics 33, no. 1 (2024): 139-152.

3.Ruru Zhang, Haihong E, Lifei Yuan, Jiawen He, Hongxing Zhang, Shengjuan Zhang, Yanhui Wang, Meina Song, and Lifei Wang. MBNM: Multi-branch network based on memory features for long-tailed medical image recognition. Computer Methods and Programs in Biomedicine 212 (2021): 106448.

4.Ruru Zhang, Jiawen He, Shenda Shi, Haihong E, Zhonghong Ou, and Meina Song. BMM-Net: automatic segmentation of edema in optical coherence tomography based on boundary detection and multi-scale network. In Proceedings of the ACM Conference on Health, Inference, and Learning, pp. 51-59. 2020.

5.Ruru Zhang, Jiawen He, Shenda Shi, Xiaoyang Kang, Wenjun Chai, Meng Lu, Yu Liu, E. Haihong, Zhonghong Ou, and Meina Song. Computer-aided diagnosis of ophthalmic diseases using OCT based on deep learning: A review. In Human Centered Computing: 5th International Conference, HCC 2019, Čačak, Serbia, August 5–7, 2019, Revised Selected Papers 5, pp. 615-625. Springer International Publishing, 2019.

6.范家伟,张如如,陆萌,等.深度学习方法在糖尿病视网膜病变诊断中的应用[J].自动化学报,2021,47(05):985-1004.

7.宋美娜;鄂海红;张如如.基于嵌入增强和自适应的小样本图像增量分类方法及装置:202210067078.X[P].2025-01-24.