黄科杰，男，博士生导师，IEEE TCASII的Associate Editor，IEEE高级会员。在集成电路设计、存储器内计算、以及智能硬件方面有二十年的工作与研究经验。主要研究方向包括低功耗存算处理器，深度学习软硬件加速，密码算法软硬件加速，FPGA硬件架构，AI安全等。主持重点研发计划、NSFC面上、中德合作交流、领域基金等多项国家项目，主持浙江大学-亲看慧联合实验室、浙江大学-VIVO校企合作等多项横向项目。目前已经在IEEE TCAS-I, IEEE TCAS-II，IEEE TCSVT, IEEE TMM, IEEE TMI, IEEE TVLSI和AAAI, ACMMM, ICCV, CHES等国际期刊和会议上发表高水平学术论文80余篇，申请发明专利约60项，授权约30项。获得中国商业联合会服务业科技创新奖一等奖、教育部-华为智能基座栋梁之师、CVPR Workshop 最佳论文, CVPR RobMOTS比赛第一名，“华为杯”第五届中国研究生创“芯”大赛一等奖和最佳指导老师等荣誉。 本实验室长期招收博士后和研究助理。对深度学习加速、密码加速、存内计算和人工智能算法有兴趣的同学，欢迎前来联系与咨询。

深度学习软硬件加速 密码算法软硬件加速 机器学习与AI安全

研究内容 1. 深度学习软硬件加速 主要研究神经网络轻量化设计方法和对应硬件加速器架构和芯片的研制，主要包括以下三个研究内容 （1）硬件友好的轻量化神经网络编码和模型优化；（2）高能效轻量化神经网络加速器架构设计和芯片实现；（3）存算一体硬件架构和芯片实现。 2. 密码算法软硬件加速 主要研究面向PQC算法的处理器芯片架构和安全防护IP开发，包括 （1）软硬件协同高能效后量子密码处理器架构设计与芯片实现；（2）软硬件协同安全防护；（3）同态计算软硬件协同优化。

Journal 2024 J61 Guangyan Li, Zewen Ye, Donglong Chen, Wangchen Dai, Kejie Huang, Gaoyu Mao, and Ray C. C. Cheung. ProgramGalois: A Programmable Generator of Radix-4 Discrete Galois Transformation Architecture for Lattice-based Cryptography. ACM Transactions on Reconfigurable Technology and Systems (TRETS), 2024. J60 Zeyu Wang, Haibin Shen, Wenyu Jiang, Kejie Huang∗. A Fourier-Transform-Based Framework with Asymptotic Attention for Mobile Thermal InfraRed Object Detection. IEEE Sensors Journal (JSEN), 2024. J59 Zeyu Wang , Kai Shen , Dong Wang , Haibin Shen , Kejie Huang*. Human Body Parsing In Thermal Infrared Domain. IEEE Transactions on Consumer Electronics (TCE), 2024. J58 Yonggen Li, Xin Li, Haibin Shen, Jicong Fan, Yanfeng Xu, Kejie Huang*, A Compute-in-memory FPGA Architecture for Efficient Deep Neural Network Computing, ACM Transactions on Reconfigurable Technology and Systems (TRETS), 2024. J57 Chengxuan Wang, Xin Li, Haibin Shen, Jicong Fan, Yanfeng Xu, Kejie Huang*, EWS: An Energy-efficient CNN Accelerator with Enhanced Weight Stationary Dataflow, IEEE Transactions on Circuits and Systems II: Express Briefs (TCASII), 2024. J56 Ruifeng Zheng, Ruotong Chen, Cong Chen*, Yuyu Yang, Yi Ge, Linqi Ye, Pu Miao, Bo Jin, Hong Li, Junming Zhu, Shuang Wang and Kejie Huang*. Automated detection of focal cortical dysplasia with convolutional neural network based on magnetic resonance imaging and positron emission tomography. Seizure: European Journal of Epilepsy, 2024. J55 Zeyu Wang, Haibin Shen, Kejie Huang. Bridging Partial and Gated Convolution with Transformer for Fine-Structure and Non-Variation Image Inpainting, Multimedia Tools and Applications (MTAP), 2024. J54 Yi-Feng Liu, Rui-Yao Ren, Dai-Bao Hou, Hai-Zhong Weng, Bo-Wen Wang, Kejie Huang, Xing Lin, Feng Liu, Chen-Hui Li, and Chao-Yuan Jin, "Slimmed Optical Neural Networks with Multiplexed Neuron Sets and A Corresponding Backpropagation Training Algorithm", Intelligent Computing, 2024. 2023 J53 Fengyin Liu, Ziqun Zhou, Changyou Men, Quan Sun, Kejie Huang∗, IFGLT: Information fusion guided lightweight Transformer for image denoising, Journal of Visual Communication and Image Representation, 103994, 2023/11/25. J52 Wei Mao, Fuyi Li, Jun Liu, Rui Xiao, Kejie Huang, Yongfu Li, Hao Yu, Yan Liu, Genquan Han, "A Low-Power Charge-Domain Bit-Scalable Readout System for Fully-Parallel Computing-in-Memory Accelerators", IEEE Transactions on Circuits and Systems II: Express Briefs, 2023/11/3. J51 Yuanming Zhang, Xin Li, Shuang Wang, Haibin Shen, Kejie Huang∗, "A Robust Seizure Detection and Prediction Method with Feature Selection and Spatio-Temporal Casual Neural Network Model", Journal of Neural Engineering, 20 (5), 056036, 2023/10/18. J50 Rui Xiao, Yewei Zhang, Bo Wang, Yanfeng Xu, Jicong Fan, Haibin Shen, Kejie Huang∗, "A Low-Power In-Memory Multiplication and Accumulation Array With Modified Radix-4 Input and Canonical Signed Digit Weights", IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2023/9/4. J49 Shao-Xiang Go, Qiang Wang, Kejie Huang, Tae Hoon Lee, Natasa Bajalovic, Desmond K. Loke. "Toward Single-Cell Multiple-Strategy Processing Shift Register Powered by Phase-Change Memory". Adv. Intell. Syst. 5(3), 2023. J48 Liyuan Ma, Tingwei Gao, Haibin Shen, and Kejie Huang. "Multi‐scale cross‐domain alignment for person image generation." CAAI Trans. Intell. Technol. 1–14, 2023. J47 Desheng Chen, Qi Zhu, Tiewen Li, Xuhui Fan, Yichao Lou, Yi Zhang, Kejie Huang, Hongcheng Sun. SunKLF4 loss in hepatocellular carcinoma: a biomarker with significant prognostic value and influence on anti-tumor immunity". Front Genet. 14:1106952, 2023. 2022 J46 Ruifeng Zheng; Kejie Huang; Haibin Shen; Liyuan Ma. "Continuous Volumetric Convolution Network with Self-learning Kernels for Point Clouds". IEEE Transactions on Consumer Electronics, 2022. J45 Ruifeng Zheng, Ying Zhong, Senxiang Yan, Hongcheng Sun, Haibin Shen, Kejie Huang. "MsVRL: Self-supervised Multi-scale Visual Representation Learning via Cross-level Consistency for Medical Image Segmentation", IEEE Transactions on Medical Image (TMI), 2022. J44 Zewen Ye, Ray C.C. Cheung, Kejie Huang. "PipeNTT: A Pipelined Number Theoretic Transform Architecture", IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS—II: EXPRESS BRIEFS (TCASII), 2022. J43 Dongxu Wei, Kejie Huang, Liyuan Ma, Jiashen Hua, Baisheng Lai, Haibin Shen. "OAW-GAN: occlusion-aware warping GAN for unified human video synthesis", Applied Intelligence, 1-18, 2022/4/20. J42 Ruibing Song, Kejie Huang, Zongsheng Wang, Haibin Shen. "A Reconfigurable Convolution-in-Pixel CMOS Image Sensor Architecture", IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2022/5/30. J41 Yewei Zhang, Kejie Huang, Rui Xiao, Haibin Shen. "An 8-bit In Resistive Memory Computing Core with Regulated Passive Neuron and Bit Line Weight Mapping", IEEE Trans. VLSI Systems (TVLSI), 30 (4), 379-391, 2022/1/21. J40 Donglin Shi, Fengji Geng, Xiaoxin Hao, Kejie Huang, YUZHENG HU. Relations between Physical Activity and Hippocampal Functional Connectivity: Modulating Role of Mind Wandering. Frontiers in Human Neuroscience, section Cognitive Neuroscience, 16: 950893, 2022. J39 Zhenghua Hu, Jibiao Zhou, Kejie Huang, Enyou Zhang. "A Data-Driven Approach for Traffic Crash Prediction: A Case Study in Ningbo, China", International Journal of Intelligent Transportation Systems Research, 1-11, 2022/6/1. 2021 J38 Kaining Zhou, Yangshuo He, Rui Xiao, Jiayi Liu, Kejie Huang. A Customized NoC Architecture to Enable Highly Localized Computing-On-the-Move DNN Dataflow. IEEE Trans. on Circuits and Systems II: Express Briefs (TCASII) 2021/12/13. J37 Liyuan Ma, Kejie Huang, Dongxu Wei, Zhao-Yan Ming, Haibin Shen. FDA-GAN: Flow-based Dual Attention GAN for Human Pose Transfer. IEEE Transactions on Multimedia. 2021/12/9. J36 Jinyin Chen, Duanjie Zhang, Xiang Lin, Zhaoyan Ming, Kejie Huang. GraphAttacker：A General Multi-Task Graph Attack Framework. IEEE Trans. Network Science and Engineering (TNSE). 2021/11/15 J35 Xiaoxin Hao, Fengji Geng, Tengfei Wang, Yuzheng Hu, Kejie Huang. Relations of Creativity to the Interplay Between High-order Cognitive Functions: Behavioral and Neural Evidence. Neuroscience. 473, pp. 90-101, 2021/10/1. J34 Yuan-Xing Liu, Xi Liu, Chao Cen, Xin Li, Ji-Min Liu, Zhao-Yan Ming, Song-Feng Yu, Xiao-Feng Tang, Lin Zhou, Jun Yu, Ke-Jie Huang, Shu-Sen Zheng. Comparison and development of advanced machine learning tools to predict nonalcoholic fatty liver disease: An extended study. Hepatobiliary & Pancreatic Diseases International. 20(5), pp. 409-415, 2021/10/1. J33 Zhenghua Hu, Kejie Huang, Enyou Zhang, Qiang Ge, Xiaoxue Yang. Rebalancing Strategy for Bike-Sharing Systems Based on the Model of Level of Detail. Journal of Advanced Transportation. 2021/9/27. J32 Chengjie Fu, Xiaolei Zhu, Kejie Huang, Zheng Gu. An 8-bit Radix-4 Non-Volatile Parallel Multiplier. Electronics. 10(19), pp. 2358, 2021/1. J31 Jiahui Kong, Haibin Shen, Kejie Huang, “DualPathGAN: Facial reenacted emotion synthesis”, IET Comput. Vis. 2021;1–13. J30 Ziqun Zhou, Kejie Huang, Yue Qiu, Haibin Shen, Zhaoyan Ming. Morphology extraction of fetal electrocardiogram by slow-fast LSTM network. Biomedical Signal Processing and Control. 68, pp. 102664, 2021/7/1. 2020 J29. Lirong Wu, Kejie Huang, Haibin Shen, Lianli Gao. "A Foreground-background Parallel Compression with Residual Encoding for Surveillance Video". IEEE Transactions on Circuits and Systems for Video Technology, 2020. J28. Difei Zeng, Kejie Huang, Cenglin Xu, Haibin Shen, Zhong Chen. "Hierarchy Graph Convolution Network and Tree Classification for Epileptic Detection on Electroencephalography Signals". IEEE Trans. Cognitive and Developmental Systems, 2020. J27. Dongxv Wei, Xiaowei Xu, Haibin Shen, and Kejie Huang. "GAC-GAN: A General Method for Appearance-Controllable Human Video Motion Transfer". IEEE Trans. Multimedia, 2020. J26. C Zhu, K Huang, S Yang, Z Zhu, H Zhang, H Shen. "An Efficient Hardware Accelerator for Structured Sparse Convolutional Neural Networks on FPGAs". IEEE Trans. VLSI Systems (TVLSI), 2020. J25. Sai Zhang, Kejie Huang*, Haibin Shen. "A Robust 8-bit Non-Volatile Computing-In-Memory Core for Low-Power Parallel MAC Operations". IEEE Trans. on Circuits and Systems I: Regular Paper (TCASI), 67 (6), 1867-1880, 2020. J24. Zhongtian Yao, Kejie Huang*, Haibin Shen, and Zhaoyan Ming. "Deep Neural Network Acceleration With Sparse Prediction Layers." IEEE Access 8 (2020): 6839-6848.