个人简介

Education： 2012.4 - Present School of Computer Science and Technology, Tianjin University, full professor 2009.10 - 2011.10 Department of Computing, Hong Kong Polytechnic University, Postdoctoral Fellow 2002.9 - 2008.11 School of Aerospace, Harbin Institute of Technology, Ph.D 2000.9 - 2002.7 School of Energy Science and Engineering, Harbin Institute of Technology, Master 1995.9 - 1999.7 School of Energy Science and Engineering, Harbin Institute of Technology, Bachelor Honors： 国家优秀青年科学基金获得者，2012 天津市青年科技奖，2014 天津市教育系统优秀共产党员，2014 黑龙江教育厅自然科学一等奖，2015 黑龙江省自然科学一等奖，2016

研究领域

Multimodal machine learning Uncertainty modeling in big data Intelligent unmanned system Fault diagnosis Space weather forecasting

Artificial Intelligence

近期论文

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AMS-Net: Modeling Adaptive Multi-Granularity Spatio-Temporal Cues for Video Action Recognition IEEE Transactions on Neural Networks and Learning Systems 2023 | Journal article DOI: 10.1109/TNNLS.2023.3321141 CONTRIBUTORS: Qilong Wang; Qiyao Hu; Zilin Gao; Peihua Li; Qinghua Hu Autoencoder-Based Collaborative Attention GAN for Multi-Modal Image Synthesis IEEE Transactions on Multimedia 2023 | Journal article DOI: 10.1109/TMM.2023.3274990 CONTRIBUTORS: Bing Cao; Haifang Cao; Jiaxu Liu; Pengfei Zhu; Changqing Zhang; Qinghua Hu Bayesian Hierarchical Graph Neural Networks With Uncertainty Feedback for Trustworthy Fault Diagnosis of Industrial Processes IEEE Transactions on Neural Networks and Learning Systems 2023 | Journal article DOI: 10.1109/TNNLS.2023.3319468 CONTRIBUTORS: Dongyue Chen; Zongxia Xie; Ruonan Liu; Wenlong Yu; Qinghua Hu; Xianling Li; Steven X. Ding Causal-Trivial Attention Graph Neural Network for Fault Diagnosis of Complex Industrial Processes IEEE Transactions on Industrial Informatics 2023 | Journal article DOI: 10.1109/TII.2023.3282979 CONTRIBUTORS: Hao Wang; Ruonan Liu; Steven X. Ding; Qinghua Hu; Zengxiang Li; Hongkuan Zhou Confidence-Aware Fusion Using Dempster-Shafer Theory for Multispectral Pedestrian Detection IEEE Transactions on Multimedia 2023 | Journal article DOI: 10.1109/TMM.2022.3160589 CONTRIBUTORS: Qing Li; Changqing Zhang; Qinghua Hu; Huazhu Fu; Pengfei Zhu Cross-Drone Transformer Network for Robust Single Object Tracking IEEE Transactions on Circuits and Systems for Video Technology 2023 | Journal article DOI: 10.1109/TCSVT.2023.3281557 CONTRIBUTORS: Guanlin Chen; Pengfei Zhu; Bing Cao; Xing Wang; Qinghua Hu Enhancing Multi-Source Open-Set Domain Adaptation through Nearest Neighbor Classification with Self-Supervised Vision Transformer IEEE Transactions on Circuits and Systems for Video Technology 2023 | Journal article DOI: 10.1109/TCSVT.2023.3307789 CONTRIBUTORS: Jing Li; Liu Yang; Qinghua Hu Industrial Big Data Analytical System in Industrial Cyber-Physical Systems Based on Coarse-to-Fine Deep Network IEEE Transactions on Industrial Cyber-Physical Systems 2023 | Journal article DOI: 10.1109/TICPS.2023.3331331 CONTRIBUTORS: Ruonan Liu; Quanhu Zhang; Yu Wang; Zengxiang Li; Dongyue Chen; Steven X. Ding; Qinghua Hu; Boyuan Yang Latent Heterogeneous Graph Network for Incomplete Multi-View Learning IEEE Transactions on Multimedia 2023 | Journal article DOI: 10.1109/TMM.2022.3154592 CONTRIBUTORS: Pengfei Zhu; Xinjie Yao; Yu Wang; Meng Cao; Binyuan Hui; Shuai Zhao; Qinghua Hu Multi-Task Credible Pseudo-Label Learning for Semi-Supervised Crowd Counting IEEE Transactions on Neural Networks and Learning Systems 2023 | Journal article DOI: 10.1109/TNNLS.2023.3241211 CONTRIBUTORS: Pengfei Zhu; Jingqing Li; Bing Cao; Qinghua Hu Multi-View Knowledge Ensemble With Frequency Consistency for Cross-Domain Face Translation IEEE Transactions on Neural Networks and Learning Systems 2023 | Journal article DOI: 10.1109/TNNLS.2023.3236486 CONTRIBUTORS: Bing Cao; Qinghe Wang; Pengfei Zhu; Qinghua Hu; Dongwei Ren; Wangmeng Zuo; Xinbo Gao OpenMix+: Revisiting Data Augmentation for Open Set Recognition IEEE Transactions on Circuits and Systems for Video Technology 2023 | Journal article DOI: 10.1109/TCSVT.2023.3268680 CONTRIBUTORS: Guosong Jiang; Pengfei Zhu; Yu Wang; Qinghua Hu Regression-Based Hyperparameter Learning for Support Vector Machines IEEE Transactions on Neural Networks and Learning Systems 2023 | Journal article DOI: 10.1109/TNNLS.2023.3321685 CONTRIBUTORS: Shili Peng; Wenwu Wang; Yinli Chen; Xueling Zhong; Qinghua Hu Robust Multi-Drone Multi-Target Tracking to Resolve Target Occlusion: A Benchmark IEEE Transactions on Multimedia 2023 | Journal article DOI: 10.1109/TMM.2023.3234822 CONTRIBUTORS: Zhihao Liu; Yuanyuan Shang; Timing Li; Guanlin Chen; Yu Wang; Qinghua Hu; Pengfei Zhu Skeleton Neural Networks via Low-rank Guided Filter Pruning IEEE Transactions on Circuits and Systems for Video Technology 2023 | Journal article DOI: 10.1109/TCSVT.2023.3277689 CONTRIBUTORS: Liu Yang; Shiqiao Gu; Chenyang Shen; Xile Zhao; Qinghua Hu Stabilizing Multispectral Pedestrian Detection with Evidential Hybrid Fusion IEEE Transactions on Circuits and Systems for Video Technology 2023 | Journal article DOI: 10.1109/TCSVT.2023.3306870 CONTRIBUTORS: Qing Li; Changqing Zhang; Qinghua Hu; Pengfei Zhu; Huazhu Fu; Lei Chen Towards a Deeper Understanding of Global Covariance Pooling in Deep Learning: An Optimization Perspective IEEE Transactions on Pattern Analysis and Machine Intelligence 2023-12 | Journal article DOI: 10.1109/TPAMI.2023.3321392 CONTRIBUTORS: Qilong Wang; Zhaolin Zhang; Mingze Gao; Jiangtao Xie; Pengfei Zhu; Peihua Li; Wangmeng Zuo; Qinghua Hu Interaction-Aware Graph Neural Networks for Fault Diagnosis of Complex Industrial Processes IEEE Transactions on Neural Networks and Learning Systems 2023-09 | Journal article DOI: 10.1109/TNNLS.2021.3132376 CONTRIBUTORS: Dongyue Chen; Ruonan Liu; Qinghua Hu; Steven X. Ding WDAN: A Weighted Discriminative Adversarial Network With Dual Classifiers for Fine-Grained Open-Set Domain Adaptation IEEE Transactions on Circuits and Systems for Video Technology 2023-09 | Journal article DOI: 10.1109/TCSVT.2023.3249200 CONTRIBUTORS: Jing Li; Liu Yang; Qilong Wang; Qinghua Hu Multi-Level Cascade Sparse Representation Learning for Small Data Classification IEEE Transactions on Circuits and Systems for Video Technology 2023-05 | Journal article DOI: 10.1109/TCSVT.2022.3222226 CONTRIBUTORS: Wenyuan Zhong; Huaxiong Li; Qinghua Hu; Yang Gao; Chunlin Chen Multi-Source Collaborative Contrastive Learning for Decentralized Domain Adaptation IEEE Transactions on Circuits and Systems for Video Technology 2023-05 | Journal article DOI: 10.1109/TCSVT.2022.3219893 CONTRIBUTORS: Yikang Wei; Liu Yang; Yahong Han; Qinghua Hu Coarse-to-Fine: Progressive Knowledge Transfer-Based Multitask Convolutional Neural Network for Intelligent Large-Scale Fault Diagnosis IEEE Transactions on Neural Networks and Learning Systems 2023-02 | Journal article DOI: 10.1109/TNNLS.2021.3100928 CONTRIBUTORS: Yu Wang; Ruonan Liu; Di Lin; Dongyue Chen; Ping Li; Qinghua Hu; C. L. Philip Chen Query-Efficient Black-Box Adversarial Attack With Customized Iteration and Sampling IEEE Transactions on Pattern Analysis and Machine Intelligence 2023-02-01 | Journal article DOI: 10.1109/TPAMI.2022.3169802 CONTRIBUTORS: Yucheng Shi; Yahong Han; Qinghua Hu; Yi Yang; Qi Tian Class-Specific Semantic Reconstruction for Open Set Recognition IEEE Transactions on Pattern Analysis and Machine Intelligence 2022 | Journal article DOI: 10.1109/TPAMI.2022.3200384 CONTRIBUTORS: Hongzhi Huang; Yu Wang; Qinghua Hu; Ming-Ming Cheng Collaborative Decision-Reinforced Self-Supervision for Attributed Graph Clustering IEEE Transactions on Neural Networks and Learning Systems 2022 | Journal article DOI: 10.1109/TNNLS.2022.3171583 CONTRIBUTORS: Pengfei Zhu; Jialu Li; Yu Wang; Bin Xiao; Shuai Zhao; Qinghua Hu Learning a Prototype Discriminator With RBF for Multimodal Image Synthesis IEEE Transactions on Image Processing 2022 | Journal article DOI: 10.1109/TIP.2022.3214336 CONTRIBUTORS: Zhiwei Bi; Bing Cao; Wangmeng Zuo; Qinghua Hu Learning Dynamic Compact Memory Embedding for Deformable Visual Object Tracking IEEE Transactions on Neural Networks and Learning Systems 2022 | Journal article DOI: 10.1109/TNNLS.2022.3208605 CONTRIBUTORS: Hongtao Yu; Pengfei Zhu; Kaihua Zhang; Yu Wang; Shuai Zhao; Lei Wang; Tianzhu Zhang; Qinghua Hu Multi-Granularity Regularized Re-Balancing for Class Incremental Learning IEEE Transactions on Knowledge and Data Engineering 2022 | Journal article DOI: 10.1109/TKDE.2022.3188335 CONTRIBUTORS: Huitong Chen; Yu Wang; Qinghua Hu Self-Supervised Vision Transformer Based Nearest Neighbor Classification for Multi-Source Open-Set Domain Adaptation 2022 | Book chapter DOI: 10.1007/978-3-031-20868-3_40 CONTRIBUTORS: Jing Li; Liu Yang; Qinghua Hu Uncertainty-Aware Aggregation for Federated Open Set Domain Adaptation IEEE Transactions on Neural Networks and Learning Systems 2022 | Journal article DOI: 10.1109/TNNLS.2022.3214930 CONTRIBUTORS: Zixuan Qin; Liu Yang; Fei Gao; Qinghua Hu; Chenyang Shen Curiosity-Driven Class-Incremental Learning via Adaptive Sample Selection IEEE Transactions on Circuits and Systems for Video Technology 2022-12 | Journal article DOI: 10.1109/TCSVT.2022.3196092 CONTRIBUTORS: Qinghua Hu; Yucong Gao; Bing Cao Drone-Based RGB-Infrared Cross-Modality Vehicle Detection Via Uncertainty-Aware Learning IEEE Transactions on Circuits and Systems for Video Technology 2022-10 | Journal article DOI: 10.1109/TCSVT.2022.3168279 CONTRIBUTORS: Yiming Sun; Bing Cao; Pengfei Zhu; Qinghua Hu Enhancing Geometric Factors in Model Learning and Inference for Object Detection and Instance Segmentation IEEE Transactions on Cybernetics 2022-08 | Journal article DOI: 10.1109/TCYB.2021.3095305 CONTRIBUTORS: Zhaohui Zheng; Ping Wang; Dongwei Ren; Wei Liu; Rongguang Ye; Qinghua Hu; Wangmeng Zuo Task-Sequencing Meta Learning for Intelligent Few-Shot Fault Diagnosis With Limited Data IEEE Transactions on Industrial Informatics 2022-06 | Journal article DOI: 10.1109/TII.2021.3112504 CONTRIBUTORS: Yidan Hu; Ruonan Liu; Xianling Li; Dongyue Chen; Qinghua Hu Discriminative Transfer Learning for Driving Pattern Recognition in Unlabeled Scenes IEEE Transactions on Cybernetics 2022-03 | Journal article DOI: 10.1109/TCYB.2020.2987632 CONTRIBUTORS: Liu Yang; Maoying Li; Chenyang Shen; Qinghua Hu; Jia Wen; Shujie Xu Multi-Drone-Based Single Object Tracking With Agent Sharing Network IEEE Transactions on Circuits and Systems for Video Technology 2021-10 | Journal article DOI: 10.1109/TCSVT.2020.3045747 CONTRIBUTORS: Pengfei Zhu; Jiayu Zheng; Dawei Du; Longyin Wen; Yiming Sun; Qinghua Hu A Distributed Rough Evidential K-NN Classifier: Integrating Feature Reduction and Classification IEEE Transactions on Fuzzy Systems 2021-08 | Journal article DOI: 10.1109/TFUZZ.2020.2998502 CONTRIBUTORS: Zhi-gang Su; Qinghua Hu; Thierry Denoeux