黄智勇：教授，博士生导师

国家重点研发计划“主动健康和老龄化科技应对方向”课题负责人，美国纽约大学联合培养博士-访问学者，国际个人健康设备标准委员会委员，中国科学院先进技术研究院客座研究员，国家体育总局奥运备战信息专家组成员，部分国际和国家标准起草人，国家科技专家库评审专家，中国电子学会竞赛专家组成员，教育部专家库评审专家，重庆市学术带头人（后备），重庆电子学会“十佳优秀科技工作者”，重庆市科技局项目评审专家，重庆市经信委项目评审专家，重庆市中小企业专家委员会委员；主持国家重点研发计划、国际合作项目、国家体育总局科技攻关项目、重庆市重大主题专项、重庆市自然科学基金等20余项；以第一作者或通讯作者发表SCI收录期刊论文 50 余篇，多个国际期刊评审人，授权发明专利 50 余项，多项成果实现成果转化；参与了多项个人健康国际标准编制，参与了多项国家行业标准起草；获得重庆市科技进步二等奖1项，军队科技进步三等奖 1 项，重庆大学科技进步一等奖 1 项，重庆市产学研创新成果一等奖1项。

联系方式：zyhuang@cqu.edu.cn

研究方向：

  1. 智能医学与健康计算（智能健康监测、医学影像计算、生物医学仿生技术与器械）

  2. 计算机视觉与感知智能（多模态目标重识别、遥感视觉计算、通用视觉模型研究）

  3. 高效智能计算与系统集成（硬件感知模型优化、嵌入式AI加速器设计、边缘智能系统）

近年主持项目

 1. 国家体育总局奥运备战科技攻关项目：场地自行车高精度计时系统，2024年，主持

 2. 科技部国家重点研发计划课题：运动行为监测与干预关键技术研究，2020YFC2007200，2020年，主持

 3. 重庆市自然科学基金面上项目：新型仿生技术用于梗阻型便秘多模态特征融合方法研究，2024年，主持

 4. 重庆市自然科学基金面上项目：基于多模态信息融合排便障碍综合征诊断模型及关键技术研究：cstc2020jcyj-msxmX0641，2020年，主持

 5. XXXX预研：柔性可穿戴人体应激反应装置, 2021年，主持

 6. 重庆市体育重点科研计划项目：基于多传感器融合运动姿态检测系统研究，A2019021，2019年，主持

 7. 重庆市技术创新与应用发展专项重点项目：车载智能语音交互系统研发及应用，cstc2019jscx-zdztzxX0051，2019年，主持

 8. 重庆市技术创新与应用发展专项重点项目：轻型飞机航电系统智能检测综合平台开发及应用，cstc2019jscx-zdztzxX0029， 2019年，主持

 9. 成果转化：多流特征距离融合系统与融合方法研究，2022年，主持

 10. 成果转化：用于卷积神经网络硬件加速的数据处理方法研究，2022年，主持

近年发表论文

1. Zhiyong Huang*, Hongjiang Qiu, Mingyang Hou, Zhi Yu, Shiwei Wang, Xiaoyu Li, Jiahong Wang, Yan Yan and Yushi Liu. MCECF: A Multiscale Complementary Enhanced Context Fusion Network for Remote Sensing Change Detection[J]. IEEE Transactions on Geoscience and Remote Sensing, 2025. vol. 63, pp. 1-14.

2. Zhi Yu, Zhiyong Huang*, Mingyang Hou, Jiaming Pei, Yan Yan, Yushi Liu, Daming Sun. Representation Selective Coupling via Token Sparsification for Multi-Spectral Object Re-Identification[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2025.vol. 35, no. 4, pp. 3633-3648.

3. Zhiyong Huang*, Shuxin Wang, Mingyang Hou, Zhi Yu, Shiwei Wang, Xiaoyu Li, Yan Yan, Yushi Liu, Hans Gregersen. MSCD-VM-UNet: A Vision Mamba Combining Multi-Scale Global and Local Feature Extraction with Cross-Domain Feature Fusion for Medical Image Segmentation[J]. IEEE Journal of Biomedical and Health Informatics,2025. vol. 29, no. 10, pp. 7312-7325.

4. Zhi Yu, Zhiyong Huang*, Mingyang Hou, Yan Yan, Yushi Liu, Daming Sun, Hans Gregersen, A Multi-Domain Patch-Differentiated Transformer for vehicle re-identification[J]. Engineering Applications of Artificial Intelligence, 2025. vol 162, Part D, 112711.

5. Zhiyong Huang*, Xiao Han, Zhi Yu, Yunlan Zhao, Mingyang Hou, Shengdong Hu. Hessian-based mixed-precision quantization with transition aware training for neural networks[J]. Neural Networks, 2025.vol 182, 106910.

6. Zhiyong Huang*, Shiyao Zhou, Zhi Yu, Mingyang Hou, Zhiyu Zhao, Xiaoyu Li, Jiahong Wang, Yan Yan, Yushi Liu and Hans Gregersen. Multi-Scale Interaction and Locally Enhanced Bridging Network for Medical Image Segmentation[J]. Computerized Medical Imaging and Graphics, 2025. vol 124, 102610.

7. Zhiyong Huang*, Zhiyu Zhao, Zhi Yu, Mingyang Hou, Shiyao Zhou, Jiahong Wang, Yan Yan, Yushi Liu, Hans Gregersen. SCFMUNet: A fusion architecture based on multi-scale state space model and channel attention for medical image segmentation[J]. Neural Networks, 2025. vol 192, 107919.

8. Zhi Yu, Zhiyong Huang*, Mingyang Hou, Yan Yan, Yushi Liu. WTSF-ReID: Depth-driven Window-oriented Token Selection and Fusion for multi-modality vehicle re-identification with knowledge consistency constraint[J]. Expert Systems with Applications, 2025. vol 274, 126921.

9. Zhi Yu, Zhiyong Huang*, Mingyang Hou, Jiaming Pei, Yan Yan, Yushi Liu, Daming Sun. Feature-Tuning Hierarchical Transformer via token communication and sample aggregation constraint for object re-identification[J]. Neural Networks, 2025.vol. 187,107394.

10. Zhi Yu, Zhiyong Huang*, Mingyang Hou, Jiaming Pei, Daming Sun, Inter-block ladder-style transformer model with multi-subspace feature adjustment for object re-identification[J]. Applied Soft Computing, 2025. vol. 174,112961.

11. Daming Sun, Shixiong Bao, Haibin Yao, Yanming Hu, Zhiyong Huang*, Peng Ran, Lingxia Bao, Hans Gregersen*. Bionic concepts for assessment of defecatory function and dysfunction[J]. Techniques in Coloproctology, 2025. 29(1).

12. Haibin Yao, Shixiong Bao, Daming Sun, Zhiyong Huang*, Min Yang*, Hans Gregersen. Anorectal manometric data depend on the direction of pressure measurements in healthy individuals and in patients with functional constipation[J]. Annals of coloproctology, 2025. vol. 41. pp.248-252.

13. Shiyao Zhou, Mengyao Wang, Zhiyong Huang*, Yuqin He, Xiao Han, Yunlan Zhao, Zhiyu Zhao. Attention-Guided Fusion of Transformers and CNNs for Enhanced Medical Image Segmentation[J]. Visual Computer, 2025. 41(13). pp. 10577-10597.

14. Daidi Zhong*, Xiaoyu Li, Zhiyong Huang*, Shiwei Wang, Zhi Yu, Mingyang Hou, Yan Yan, Yushi Liu. Multi-modal multi-scale representation learning via cross-attention between chest radiology images and free-text reports[J]. Biomedical Signal Processing and Control, 2026. vol. 111, 108318.

15. Mingyang Hou, Zhiyong Huang*, Zhi Yu, Yan Yan, Yunlan Zhao, Xiao Han. CSwT-SR: Conv-Swin Transformer for Blind Remote Sensing Image Super-Resolution with Amplitude-Phase Learning and Structural Detail Alternating Learning[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, vol. 62, pp. 1-14, Art no. 5629514.

16. Zhiyong Huang*, Yunlan Zhao, Zhi Yu, Pinzhong Qin, Xiao Han, Mengyao Wang, Man Liu, Hans Gregersen. BiU-net: A dual-branch structure based on two-stage fusion strategy for biomedical image segmentation[J]. Computer Methods and Programs in Biomedicine, 2024, 252.

17. Zhiyong Huang*, Man Liu, Hui Yang, Mengyao Wang, Yunlan Zhao, Xiao Han, Huan Chen and Yaju Feng. Functional near-infrared spectroscopy-based diagnosis support system for distinguishing between mild and severe depression using machine learning approaches[J]. Neurophotonics, 2024, vol.11, no.2: 025001.

18. Zhi Yu, Zhiyong Huang*, Jiaming Pei, Lamia Tahsin, Daming Sun. Semantic-Oriented Feature Coupling Transformer for Vehicle Re-Identification in Intelligent Transportation System[J]. IEEE Transactions on Intelligent Transportation Systems, 2023, vol. 25, no. 3, pp.2803-2813.

19. Xiangchen Li, Yuting Song, Huang Wang, Xinyu Su, Mengyao Wang, Jing Li, Zhiqiang Ren, Daidi Zhong, Zhiyong Huang*. Evaluation of measurement accuracy of wearable devices for heart rate variability[J]. iScience, 2023, 26: 108128.

20. Zhiyong Huang*, Fang Xie, Wencheng Qing, Mengyao Wang, Man Liu, Daming Sun. MGF-net: Multi-channel group fusion enhancing boundary attention for polyp segmentation[J]. Medical Physics, 2023; 51: 407–418.

21. Zhiyong Huang*, Pinzhong Qin, Zhi Yu, Lamia Tahsin, Mengyao Wang, Man Liu. Transformer-based feature interactor for person re-identification with margin self-punishment loss[J]. Image and Vision Computing, 2023, 137:104752.

22. Wencheng Qin, Baojin Huang, Zhiyong Huang*, Lamia Tahsin, Daming Sun. Deep Constraints Space via Channel Alignment for Visible-Infrared Person Re-identification[J]. IEEE Signal Processing Letters, 2022, 29: 2672-2676.

23. Zhi Yu, Zhiyong Huang*, Wencheng Qin, Tianhui Guan, Yuanhong Zhong, Daming Sun. Joint uneven channel information network with blend metric loss for person re-identification[J]. Complex & Intelligent Systems, 2022, 8(5): 4163-4175.

24. Wencheng Qin, Baojin Huang, Pinzhong Qin, Zhiyong Huang*, Daidi Zhong. Learning diverse and deep clues for person reidentification[J]. Image and Vision Computing, 2022, 126: 104551.

25. Zhi Yu, Wencheng Qin, Lamia Tahsin, Zhiyong Huang*. TriEP: Expansion-Pool TriHard Loss for Person Re-Identification[J]. Neural Processing Letters, 2022, 54(3): 2413-2432.

26. Shenglong Ran, Zhiyong Huang*, Shengdong Hu, Han Yang. SiC Heterojunction Trench MOSFET with a Buried P-Type Pillar for the Low Gate-Drain Charge and Switching Loss[J]. Micromachines, 2022, 13(2): 248.

27. Shenglong Ran, Zhiyong Huang*, Shengdong Hu, Han Yang, Jie Jiang, Du Zhou. A 3D SiC MOSFET with poly-silicon/SiC heterojunction diode[J]. Chinese Physics B, 2022, 31(1): 018504.

28. Zhiyong Huang*, Yujie Wang, Linling Wang. ISO/IEEE 11073 Treadmill Interoperability Framework and its Test Method: Design and Implementation[J]. JMIR medical informatics, 2020, 8(12): e22000.

29. Zhiyong Huang*, Shuang Lin, Lili Long, Jiaoyang Cao, Fen Luo, Wencheng Qin, Daming Sun, Hans Gregersen. Predicting the morbidity of chronic obstructive pulmonary disease based on multiple locally weighted linear regression model with K-means clustering[J]. International journal of medical informatics, 2020, 139: 104141.

30. Daming Sun, Zhiyong Huang*, Zhuoli Zhuang, Zhiyao Ma, Lo Kar Man, Donghua Liao, Hans Gregersen. Fecobionics: A novel bionics device for studying defecation[J]. Annals of biomedical engineering, 2019, 47: 576-589.

部分授权发明专利

1. 黄智勇，虞智，钟代笛，仲元红，韩术，侯明阳，苗帅，王世伟，李虓宇. 基于块间阶梯式TRANSFORMER的目标重识别方法及系统, 202411788583.9

2. 黄智勇，侯明阳，钟代笛，仲元红，韩术，虞智，苗帅，王世伟，李虓宇，刘语诗. 基于不确定性估计的多模态状态空间集成的图像分割方法, 202411847031.0

3. 黄智勇，孙大明.一种基于多模态信息的食道功能性疾病诊断系统，210811014891.0

4. 黄智勇，虞智，李银松，汪余杰，林爽，孙大明.多流特征距离融合系统与融合方法，201910009037.3

5. 黄智勇，李银松，虞智，汪余杰，林爽，孙大明.一种基于k邻域分布得分的图像重排序方法，201910009038.8

6. 黄智勇，汪余杰，林爽，虞智，李银松，孙大明.一种行人重识别系统与方法，201910009061.7

7. 黄智勇，吴海华，李渊明，虞智. 基于FPGA的Tiny-yolo卷积神经网络硬件加速方法及系统，201810523619.9

8. 黄智勇，李渊明，吴海华. 用于卷积神经网络硬件加速的数据处理方法，201810523617.X

9. 黄智勇，仲元红，陈茂建. 基于机器视觉的织物叶片锈斑自动检测系统及方法，201610045839.6

10. 黄智勇，李杰，刘越，钟成明.基于P2P动态云的恶意软件检测系统及方法，201510730476.5

11. 黄智勇，曾孝平，陈新龙，周喜川，曾浩，张欣.一种基于行为数据融合的网络安全评分系统和方法，201310049835.1

12. 黄智勇，张欣，李新科，胡国庆.一种无线传感网络中基于估距的定位方法，201310344275.2

13. 黄智勇，曾孝平，周建林，仲元红，熊东.一种Email蠕虫检测方法，200910250848.9

参与编制国际标准

1. ITU-T H.845.10 "Conformance of ITU-T H.810 personal health system: Personal Health Devices interface Part 5J: Insulin pump"

2. ISO/IEEE 11073-40101:2022 Health informatics—Device interoperability—Part 40101: Foundational— Cybersecurity—Processes for vulnerability assessment

3. ISO/IEEE 11073-40102:2022 Health informatics — Device interoperability — Part 40102: Foundational — Cybersecurity — Capabilities for mitigation

4. ISO/IEEE 11073-10404:2022 Health informatics—Personal health device communication Part 10404: Device specialization— Pulse oximeter

5. ISO/IEEE 11073-20601:2022 Health informatics—Personal health device communication Part 20601: Application profile—Optimized Exchange Protocol

6. ISO/IEEE 11073-10206:2022 Health informatics—Device interoperability—Part 10206: Application Profile—Abstract Information Content Model

7. ISO/IEEE 11073-10406:2023 Health Informatics—Device Interoperability—Part 10406: Personal Health Device Communication—Device Specialization-Basic electrocardiograph (ECG) (1- to 3-6 lead ECG)

8. ISO/IEEE 11073-10417:2022 Health Informatics—Device Interoperability—Part 10417: Personal Health Device Communication—Device Specialization—Glucose Meter

9. ISO/IEEE 11073-10421:2023 Health Informatics—Device Interoperability—Part 10421: Personal Health Device Communication—Device Specialization—Peak Expiratory Flow Monitor (Peak Flow)

10. ISO/IEEE 11073-10425:2023 Health Informatics—Device Interoperability—Part 10425: Personal Health Device Communication—Device Specialization—Continuous Glucose Monitor (CGM)

11. ISO/IEEE 11073-10429:2022 Health Informatics -Device Interoperability—Part 10429: 3 Personal Health Device 4 Communication—Device 5 Specialization – Spirometry

12. ISO/IEEE 11073-10471:2022 Health Informatics -Device Interoperability—Part 10471: Personal Health Device Communication—Device Specialization—Independent Living Activity Hub

13. ISO/IEEE 11073-10472:2022 Health Informatics -Device Interoperability—Part 10472: Personal Health Device Communication—Device Specialization—Medication Monitor

获奖

1. 重庆市科技进步二等奖：数智化运动健康行业共性技术及工具研发；2024

2. 中国人民解放军总后勤部科技进步三等奖：消化心身与胃肠动力障碍性疾病的新型诊疗技术开发与临床应用；2018060620660003-4

3. 重庆大学科技进步一等奖：远程慢病管理设备互操作国际标准体系研制与推广；2018

4. 重庆产学研创新成果一等奖：个人互联健康设备互操作；2019CG23