2025 Vol. 44, No. 4     Published: 20 August 2025         Regular Papers 385 A Double-Stream Twin Contrast Network for EEG Emotion Recognition Ma Yuliang, Xie Yunzhen, Meng Ming, Gao Yunyuan, She Qingshan DOI: 10.3969/j.issn.0258-8021.2025.04.001 2025 Vol. 44 (4): 385-392 [Abstract] ( 80 ) HTML (1 KB)  PDF (2295 KB)  ( 37 ) 393 Graph Attention Mechanism-Based EEG Emotion Recognition Method Lu Weikun, Zhou Yingyue, Wu Qiao, Liao xiang, Liu Qi, Huang Runxia, Yang Bo DOI: 10.3969/j.issn.0258-8021.2025.04.002 2025 Vol. 44 (4): 393-405 [Abstract] ( 70 ) HTML (1 KB)  PDF (3500 KB)  ( 49 ) 406 Cross Domain Automatic Sleep Staging Based on Single Channel EEG Zhu Mengyuan, Quan Ruomeng, Qiang Ning, Hu Jing, Feng Feilong, Li Jin DOI: 10.3969/j.issn.0258-8021.2025.04.003 2025 Vol. 44 (4): 406-415 [Abstract] ( 61 ) HTML (1 KB)  PDF (5081 KB)  ( 26 ) 416 Cardiac Disease Classification Based on 3D Matrix Features Utilizing Multi-Channel Heart Sound Signals Fang Yu, Guo Zijian, Leng Hongxia, Liu Xing, Wang Weibo, Liu Dongbo, Wu Xiaochen DOI: 10.3969/j.issn.0258-8021.2025.04.004 2025 Vol. 44 (4): 416-423 [Abstract] ( 51 ) HTML (1 KB)  PDF (3762 KB)  ( 12 ) 424 Deep Graph Attention Networks with Memory for Prediction of Response to Neoadjuvant Chemotherapy in Breast Cancer Xu Weichao, Fan Ming, Fei Sixiang, Li Lihua DOI: 10.3969/j.issn.0258-8021.2025.04.005 2025 Vol. 44 (4): 424-434 [Abstract] ( 51 ) HTML (1 KB)  PDF (2508 KB)  ( 22 ) 435 Muscle Ultrasound Image Segmentation Based on Unsupervised Deep Learning Optical Flow Method Li Yang, Li Jin, Luan Kuan DOI: 10.3969/j.issn.0258-8021.2025.04.006 2025 Vol. 44 (4): 435-446 [Abstract] ( 52 ) HTML (1 KB)  PDF (9875 KB)  ( 13 ) 447 Cascading Feature Fusion Polyp Segmentation Network Based on Efficient Additive Attention Li Meng, Zhang Sunjie DOI: 10.3969/j.issn.0258-8021.2025.04.007 2025 Vol. 44 (4): 447-456 [Abstract] ( 46 ) HTML (1 KB)  PDF (2509 KB)  ( 14 ) 457 Long Term Animal Experimental Study on a Heterogeneous Tricuspid Annuloplasty Ring Madeof a Hyperelastic Nitinol Jia Liujun, Yue Guangxin, He Ting, Jiang Xin, Zhang Qi, Fan Junying, Song Jiangping DOI: 10.3969/j.issn.0258-8021.2025.04.008 2025 Vol. 44 (4): 457-464 [Abstract] ( 50 ) HTML (1 KB)  PDF (6267 KB)  ( 16 )         Reviews 465 A Review of EEG Feature Extraction for Emotion Recognition Tasks Li Mengmeng, Xue Wenbo, Liu Yunyang, He Yudie, Yue Caitong, Li Zhihui, Shang Zhigang DOI: 10.3969/j.issn.0258-8021.2025.04.009 2025 Vol. 44 (4): 465-477 [Abstract] ( 66 ) HTML (1 KB)  PDF (1167 KB)  ( 88 ) 478 Research and Applications of Attention-Enhanced Generative Adversarial Network in MedicalImage Generation Fan Shanhui, Liang Shuxin, Wang Zhiwen, Wei Kaihua, Wang Qiang, Li Lihua DOI: 10.3969/j.issn.0258-8021.2025.04.010 2025 Vol. 44 (4): 478-493 [Abstract] ( 39 ) HTML (1 KB)  PDF (1410 KB)  ( 81 ) 494 Advances in the Application of 3D Printed Microneedle Biosensor for Continuous Glucose Monitoring Liu Jun, Fan Kai, Yao Danyu, Gan Kaifeng, SuChang, Wang Ling, Xu Mingen DOI: 10.3969/j.issn.0258-8021.2025.04.011 2025 Vol. 44 (4): 494-501 [Abstract] ( 51 ) HTML (1 KB)  PDF (1398 KB)  ( 55 ) 502 Research Progress on Application of Molecularly Imprinted Electrochemical Sensors in BiomedicalField Shi Fan, Zhang Guojun, Li Yutao, Tang Lina DOI: 10.3969/j.issn.0258-8021.2025.04.012 2025 Vol. 44 (4): 502-512 [Abstract] ( 47 ) HTML (1 KB)  PDF (7760 KB)  ( 47 )