個(gè)人簡(jiǎn)介：康莉，副教授，碩士生導(dǎo)師。2008年畢業(yè)于西安電子科技大學(xué)，獲信息與通信工程專業(yè)博士學(xué)位，2009-2013年在深圳大學(xué)做博士后研究，2013年起在深圳大學(xué)工作至今，深圳市高層次人才。主持國(guó)家、省、市級(jí)項(xiàng)目四項(xiàng)，主要完成人參與國(guó)家項(xiàng)目三項(xiàng)，發(fā)表論文50余篇，獲國(guó)家發(fā)明專利、國(guó)防發(fā)明專利以及美國(guó)發(fā)明專利7項(xiàng)。

主要從事信號(hào)與信息處理等領(lǐng)域的教學(xué)和科研工作，近年來(lái)重點(diǎn)關(guān)注智能信息處理技術(shù)、DSP技術(shù)等在低空、超低空防空預(yù)警和通用航空飛行器監(jiān)視等領(lǐng)域的應(yīng)用研究，醫(yī)學(xué)影像的智能分析處理等，完成了國(guó)家科技支撐計(jì)劃項(xiàng)目“通用航空綜合運(yùn)行支持系統(tǒng)”和深圳市科技計(jì)劃項(xiàng)目"基于貝葉斯壓縮感知的無(wú)線傳感器網(wǎng)絡(luò)數(shù)據(jù)壓縮方法"、廣東省自然科學(xué)基金"城市低空目標(biāo)多源協(xié)同探測(cè)關(guān)鍵技術(shù)研究"等課題，突破了低空目標(biāo)的多傳感器組網(wǎng)信息融合、目標(biāo)檢測(cè)、目標(biāo)識(shí)別和目標(biāo)跟蹤和精確定位等多項(xiàng)關(guān)鍵技術(shù)和裝備。

研究興趣：目標(biāo)檢測(cè)與跟蹤、醫(yī)學(xué)影像智能分析

教授課程：微型計(jì)算機(jī)技術(shù)、數(shù)字信號(hào)處理

研究生招生方向：智能信息處理，醫(yī)學(xué)影像智能處理

主持項(xiàng)目：

(1)基于深度學(xué)習(xí)的兒童及青少年原發(fā)性癲癇腦MRI研究，81960312，國(guó)家自然科學(xué)基金，2020.1-2023.12。

(2)城市低空目標(biāo)多源協(xié)同探測(cè)關(guān)鍵技術(shù)研究。2018A030310511，廣東省自然科學(xué)基金，2018.1.1-2020.12.31..

(3)基于貝葉斯壓縮感知的無(wú)線傳感器網(wǎng)絡(luò)數(shù)據(jù)壓縮方法，JCYJ201503241471711674，深圳市科技創(chuàng)新計(jì)劃，2015.8-2017.8.

參與項(xiàng)目：

(1)通用航空綜合運(yùn)行支持系統(tǒng)，2011BAH24B12，國(guó)家科技支撐計(jì)劃，2010.12-2014.12

近年來(lái)發(fā)表的主要論文：

[1] Jingwan Jiang, Li Kang*, Jianjun Huang, Tijiang Zhang. Deep learning based mild cognitive impairment diagnosis using structure MR images. Neuroscience Letters,730(2020): 1-7.

[2] Li Kang, Jingwan Jiang, Jianjun Huang, Tijiang Zhang. Identifying Early Mild Cognitive Impairment by Multi-modality MRI-based Deep Learning. Frontiers in Aging Neuroscience, 2020, 12:206.

[3] Jianjun Huang, Jiahui Xu, Li Kang*, Tijiang Zhang. Identifying Epilepsy Based on Deep Learning Using DKI Images. Frontiers in Human Neuroscience, 2020, 14(11): 465-473.

[4] Li Kang, Jingwan Jiang, Jianjun Huang, Dequ Huang. Retinal Image Synthesis with a Double Stage GAN. Journal of Medical Imaging and Health Informatics.2021, 11(9):2383-2391.

[5] 周子棋, 康莉*, 黃建軍. 多站點(diǎn)新冠肺炎肺部CT圖像的三維深度卷積分割. 信號(hào)處理, 2021, Vol. 37 (11): 2178-2184.

[6] Li Kang, Ziqi Zhou, Jianjun Huang, Wenzhong Han. Renal tumor segmentation in abdomen CT images using 3D-CNN and ConvLSTM. Biomedical signal processing and control, 2022, 72,103334:1-16.

[7] Li Kang, Jin Chen, Jianjun Huang, Tijiang Zhang, Jiahui Xu. Identifying Epilepsy based on Machine Learning Technique with Diffusion Kurtosis Tensor. CNS Neuroscience & Therapeutics, 2022, 28(3): 354-363.

[8] Li Kang, Guojuan Liu, Jianjun Huang, Jianping Li. Super-Resolution Method for MRI Images Based on Multi-resolution CNN. Biomedical signal processing and control, 2022, 72,103372:1-7.

[9] Hao Liang, Li Kang*, Jianjun Huang. A Robust Low-Rank Matrix Completion Based on Truncated Nuclear Norm and Lp-norm. Journal of Supercomputing, 2022, 78:12950-12972.

[10] Holger R. Roth, …, Li Kang, et al.  Rapid artificial intelligence solutions in a pandemic—The COVID-19-20 Lung CT Lesion Segmentation Challenge. Medical Image Analysis, 2022, 82:1-12.

[11] Li Kang, Jin Chen, Jianjun Huang, Jingwan Jiang. Autism Spectrum Disorder Recognition based on Multi-view Ensemble Learning with Multi-site fMRI. Cognitive Neurodynamics, 2023, 17(2): 345-355.

[12] Jianjun Huang, Zihao Rui, Li Kang*. FedISP: An Incremental Subgradient-Proximal-Based Ring-Type Architecture for Decentralized Federated Learning. Complex & Intelligent Systems, 2024, 10:2499-2514.

[13] Li Kang, Zhiwei Lu, Lingyu Meng, Zhijian Gao. YOLO-FA: Type-1 Fuzzy Attention based YOLO Detector for Vehicle Detection. Expert Systems with Applications, 2024, (237):121209.

[14] Jianjun Huang, Haoqiang Hu, Li Kang*. Time Convolutional Network-Based Maneuvering Target Tracking with Azimuth-Doppler Measurement. Sensors, 2024, 24, 263.

[15] Li Kang, Bin Tang, Jianjun Huang, Jianping Li. 3D-MRI super-resolution reconstruction using multi-modality based on multi-resolution CNN. Computer Methods and Programs in Biomedicine, 2024, 248(108110): 1-9.

[16] Li Kang, Bin Luo, Jianjun Huang. Improving the learning performance of client’s local distribution in cyclic federated learning. Image Analysis & Stereology, 2024, 43: 1-8.

[17] Jingyin Lin, Wende Xie, Li Kang*, Huisi Wu. Dynamic-guided Spatiotemporal Attention for Echocardiography Video Segmentation. IEEE Transactions on Medical Imaging, 2024，43(11): 3843-3855.

[18] Li Kang, Jianbin Ding, Jianjun Huang, Hao Huang, Mixed Quantization of One-bit and Full-precision Signals for Direction of Arrival Estimation. ICSP2024.

[19] Jianjun Huang, Xuehao Geng, Li Kang*, Ge Luo. Deep Fuzzy System for Dual-Station Target Tracking with Azimuth and Doppler Measurements. IEEE Transactions on Fuzzy systems, 2025.

[20] Li Kang, Mubin Chen, Jianjun Huang, Jinyang Xu. Identifying autism spectrum disorder based on machine learning for multi-site fMRI. Journal of Neuroscience methods, 416(2025), 110379.

[21] Li Kang, Chuanghong Zhao, Jianjun Huang. Object Re-Identification Based on Federated Incremental Subgradient Proximal. IEEE Open Journal of Computer Society, vol. 6, pp. 60-71, 2025, doi: 10.1109/OJCS.2024.3489875.

[22] Li Kang, Xinxin Song, Jianjun Huang. MRI Super-Resolution Reconstruction Based on 3D Dense Connected Convolutional Autoencoders. Biomedical signal Processing and Control, 2025.

更新于2025/2/26