crghwen@scut.edu.cn

文贵华，男，教授，博士生导师。华南理工大学机器学习与数据挖掘实验室主任，广东省人工智能中医工程技术研究中心主任。

主持多项国家自然科学基金、广东省重点领域研究计划项目、广州市产学研重大项目等。主要研究方向：认知计算，机器学习，神经网络，数据挖掘，及其它们在智能医疗中的应用。

提出了认知几何方法，创造性机器学习方法，分阶段学习方法，内成像神经网络等新方法，研究成果分别发表在IEEE Traction on cybernetics、IEEE Transaction on Multimedia、Pattern Recognition等JCR 1区期刊。近三年以第一作者或通讯作者发表SCI论文共18篇，授权发明专利18件。目前还与英国南安普顿大学副校长，英国两院院士，曾任ACM主席的Dame Wendy Hall签署了校际协议，组建了知识图谱及其医疗应用的国际化研究团队。申请项目属于典型的多学科交叉，涉及到人工智能、物理学、数学、中医学、中西医结合等学科，项目组在交叉学科研究方面有较好的前期研究基础。

（一）主持项目

[1] 国家自然科学基金项目，可解释深度神经网络舌诊方法研究（62176095），2022-2025，主持

[2] 广东省重点领域研发计划项目，基于复杂感知和深度学习的中医诊疗康复设备研发（2020B1111120001），2020-2023，主持

[3] 广州市重点领域研发计划项目，基于智能中医的食疗养生装备研发（2023B03J1336），2023-2026，主持

[4] 广州市产学研协同创新重大专项，人工智能大数据中医望诊关键技术及平台研发（201803010088）(主持华工部分），2018-2020，参加，已验收

[5] 广州市产学研协同创新重大专项，大数据体质辨识关键技术及移动应用研发（201604020179），2016-2017，主持，已验收

[6] 国家自然科学基金面上项目，格式塔规律的几何推理关键技术研究（61273363），2013-2016，主持，已验收

[7] 国家自然科学基金面上项目，基于认知规律几何化的流形学习（60973083），2010-2012，主持，已验收

[8] 广东省公益研究与能力建设专项资金，老年人情绪视频监控系统研发（2014A010103009），2015-2016，主持，已验收

[9] 广东省公益研究与能力建设专项资金，大数据特定人群识别关键技术研发（2015A020217002），2016-2017，主持，已验收

（二）代表论文

[1]Mengjian Zhang, Guihua Wen∗, Jiahui Zhong, Changjun Wang, Xuhui Huang.Multi-label recognition of facial body constitution via MLP-like deep networks with non-equilibrium weight loss.Biomedical Signal Processing and Control,2024

[2]Qiaonan Li, Guihua Wen, Pei Yang.From Patch, Sample to Domain: Capture Geometric Structures for Few-shot Learning.Pattern Recognition,2024

[3]Dongliang Chen, Guihua Wen*, Pengcheng Wen, Pei Yang, Rui Chen, Cheng Li*, Cross-domain Sample Relationship Learning For Facial Expression Recognition,IEEE Transactions on Multimedia,2023

[4]Dongliang Chen,Guihua Wen*,Huihui Li,Rui Chen,Cheng Li.Multi-Relations Aware Network for In-the-Wild Facial Expression Recognition,IEEE Transactions on Circuits and Systems for Video Technology,2023

[5]Mengjian Zhang,Guihua Wen*,Jiahui Zhong,Dongliang Chen,Changjun Wang,Xuhui Huang,Shijun Zhang.MLP-Like Model With Convolution Complex Transformation for Auxiliary Diagnosis Through Medical Images,IEEE Journal of Biomedical and Health Informatics,2023

[6]Yang Hu,Guihua Wen*,Mingnan Luo,Dan Dai,Wenming Cao,Zhiwen Yu,Wendy Hall.Inner-Imaging Networks:Put Lenses Into Convolutional Structure,IEEE Transactiongs on Cybernetics,2022

[7]Guihua Wen,Huiqiang Liao,Huihui Li,Pengchen Wen,Tong Zhang,Sande Gao,Bao Wang.Self-labeling with feature transfer for speech emotion recognition,Knowledge-Based Systems,2022

[8]Yang Hu,Guihua Wen*,Adriane Chapman,Pei Yang,Mingnan Luo,Yingxue Xu,Dan Dai,Wendy Hall.Graph-Based Visual-Semantic Entanglement Network for Zero-Shot Image Recognition,IEEE Transactions on Multimedia,2021

[9]Yang Hu, Guihua Wen*, Mingnan Luo, Pei Yang, Dan Dai, Zhiwen Yu, Changjun Wang , Wendy Hall.Fully-channel regional attention network for disease-location recognition with tongue images,Artificial Intelligence in Medicine,2021.

[10]Yingxue Xu,Guihua Wen*,Pei Yang,Baochao Fan,Yang Hu,Mingnan Luo,Changjun Wang.Task-Coupling Elastic Learning for Physical Sign-Based Medical Image Classification,IEEE Journal of Biomedical and Health Informatics,2021

[11]Huihui Li,Guihua Wen*,Xiping Jia, Zhiyong Lin, Huimin Zhao, Xiangling Xiao.Augmenting features by relative transformation for small data,Knowledge-Based Systems,2021

[12]Yingxue Xu, Guihua Wen*, Yang Hu, Mingnan Luo, Dan Dai, Yishan Zhuang, Wendy Hall.Multiple Attentional Pyramid Networks for Chinese Herbal Recognition,Pattern Recognition,2021

[13]Yang Hu, Guihua Wen*, Huiqiang Liao, Changjun Wang, Dan Dai, Zhiwen Yu.Automatic Construction of Chinese Herbal Prescriptions From Tongue Images Using CNNs and Auxiliary Latent Therapy Topics,IEEE Transactions on Cybernetics,2021

[14]Haozan Liang, Guihua Wen∗, Yang Hu, Mingnan Luo, Pei Yang, Yingxue Xu.MVANet: Multi-Tasks Guided Multi-View Attention Network for Chinese Food Recognition,IEEE Transaction on Multimedia,2020

[15]Mingnan Luo, Guihua Wen*, Yang Hu, Dan Dai, Jiajiong Ma.Learning competitive channel-wise attention in residual network with masked regularization and signal boosting,Expert Systems with Applications,2020

[16]Guihua Wen, Jiajiong Ma, Yang Hu, Huihui Li∗, Lijun Jiang.Grouping Attributes Zero-Shot Learning for Tongue Constitution Recognition,Artificial Intelligence In Medicine,2020

[17]Guihua Wen, Tianyuan Chang, Huihui Li.Dynamic Objectives Learning for Facial Expression Recognition,IEEE Transactions on Multimedia,2020

[18]Jiajiong Ma, Guihua Wen*, Changjun Wang, Lijun Jiang.Complexity perception classification method for tongue constitution recognition,Artificial Intelligence In Medicine,2019