陶大鹏，云南大学教授，云岭学者，IET Fellow，爱思唯尔中国高被引学者，中国科学院大学博导，西北工业大学客座研究员，中国科学院深圳先进技术研究院客座研究员，中国计算机学会计算机视觉专委会执行委员，中国认知科学学会认知与类脑专委会委员。现任国际刊物IEEE Internet of Things (JCR1区)、IEEE TETCI (JCR1区) 以及国内期刊《应用科技》编委，担任IEEE T-PAMI、T-NNLS、T-IP、T-CYB、T-MM、T-CSVT等十多家国际学术期刊的特约审稿人和客座编辑。

目前主要从事人工智能领域的研究工作，合作单位包括：中科院深圳先进技术研究院、中科院自动化所、西北工业大学、上海交通大学、武汉大学、悉尼大学、腾讯AI Lab、华为、上海人工智能国家实验室等研究机构，累计发表SCI检索源刊和顶会100余篇，研究成果获得国际论文奖2项。主持包括国家自然科学基金面上项目、云南省重大专项计划项目、云岭学者专项项目等在内的科研项目10余项，获省部级奖励10项，2023年荣获云南大学第二十届教学成果特等奖。

机器学习：可解释的深度学习、大模型预训练

计算机视觉：目标检测、目标跟踪、图像生成

诊疗大数据：临床数据挖掘、医疗影像分析

机器人：系统设计、结构设计

1.指导学生论文发表

指导硕士、博士研究生在IEEE TIP、TMM、TCSVT、ICCV、CVPR等人工智能领域国际期刊/会议上发表学生一作论文30多篇，指导学生获得IEEE RCAR、ICME最佳学生论文奖2项。

2.指导学生竞赛获奖

面向全校师生组建机器人Future社团，指导学生参加RoboMaster机器人大赛，累计荣获国家竞赛奖励300余项、省级竞赛奖励90余项。其中，带领战队于2020年荣获第十九届全国大学生机器人RoboMaster全国赛-团体超级对抗赛国家级竞赛一等奖；战队的宣传视频“当机器人撞上抖肩舞”获得大赛官方推广，多平台观看量破5万，并获得2020年单项赛全国一等奖；2022年团队集体获得云南大学首届五四青年奖章。

[1]    Y.Wu, D.Tao*, Y.Luo, J.Cheng, X.Li. Covered Style Mining via Generative Adversarial Networks for Face Anti-spoofing. Pattern Recognition. 132:108957(2022)(IF=8.518)

[2]    Y.Wu, D.Tao*, Y.Zhan, C.Zhang. BiN-Flow: Bidirectional Normalizing Flow for Robust Image Dehazing. IEEE Transactions on Image Processing. 32:6635-6648(2022)(IF=11.041)

[3]    Y.Wu, D.Tao*, Y.Zhan, C.Zhang. Adversarial UV-Transformation Texture Estimation for 3D Face Aging. IEEE Transactions on Circuits and Systems for Video Technology. 32(7):4338-4350(2022)(IF=5.859)

[4]    F.Wu, J.Cheng, X.Wang, L.Wang, D.Tao. Image Hallucination from Attribute Pairs. IEEE Transactions on Cybernetics. 52(1):568-581(2022)(IF=11.079)

[5]    W.Wu, D.Tao*, H.Li, Z.Yang, J.Cheng. Deep features for person re-identification on metric learning. Pattern Recognition. 110:107424(2021)(IF=8.518)

[6]    H.Li, Y.Chen, D.Tao*, Z.Yu*, G.Qi. Attribute-Aligned Domain-Invariant Feature Learning for Unsupervised Domain Adaptation Person Re-Identification. IEEE Transactions on Information Forensics and Security. 16:1480-1494(2021)(IF=7.231)

[7]    K.Zhu, R.Wang, Q.Zhao, J.Cheng*, D.Tao*. A Cuboid CNN Model with an Attention Mechanism for Skeleton-Based Action Recognition. IEEE Transactions on Multimedia. 22(4):885-896(2020)(IF=8.182)

[8]    M.Meng, M.Lan, J.Yu, J.Wu*, D.Tao. Constrained Discriminative Projection Learning for Image Classification. IEEE Transactions Image Processing. 29:186-198(2020)(IF=11.041)

[9]    C.Deng, X.Yang, F.Nie, D.Tao*. Saliency Detection via a Multiple Self-Weighted Graph-Based Manifold Ranking. IEEE Transactions on Multimedia. 22(4):885-896(2020)(IF=8.182)

[10] H.Li, S.Yan, Z.Yu*, D.Tao*. Attribute-Identity Embedding and Self-Supervised Learning for Scalable Person Re-Identification. IEEE Transactions on Circuits and Systems for Video Technology. 30(10):3472-3485 (2020)(IF=5.859)

[11] Z.Ma, J.Cheng*, D.Tao. Online learning using projections onto shrinkage closed balls for adaptive brain-computer interface. Pattern Recognition. 97(2020)(IF=8.518)

[12] S.Fu, W.Liu*, D.Tao. Y.Zhou, L.Nie. HesGCN: Hessian graph convolutional networks for semi-supervised classification. Information Sciences. 514:484-498(2020)(IF=8.233)

[13] H.Li, Y.Wang*, Z.Yang, R.Wang, X.Li, D.Tao*. Discriminative Dictionary Learning-Based Multiple Component Decomposition for Detail-Preserving Noisy Image Fusion. IEEE Transactions on Instrumentation and Measurement. 69(4):1082-1102(2020)(IF=5.332)

[14] D.Tao*, J.Cheng*, Z.Yu, K.Yue, L.Wang. Domain-Weighted Majority Voting for Crowdsourcing. IEEE Transactions on Neural Network and Learning Systems. 30(1):163-174(2019)(IF=8.793)

[15] X.Ma, W.Liu*, S.Li, D.Tao, Y.Zhou*: Hypergraph p-Laplacian Regularization for Remotely Sensed Image Recognition. IEEE Transactions on Geoscience and Remote Sensing. 57(3):1585-1595(2019)(IF=8.125)

[16] W.liu*, X.Ma, Y.Zhou*, D.Tao, J.Cheng. p-Laplacian Regularization for Scene Recognition. IEEE Transactions on Cybernetics. 49(8):2927-2940(2019)(IF=11.079)

[17] J.Lei, Q.Luan, X.Song, X.Liu, D.Tao*, M.Song*. Action Parsing-Driven Video Summarization Based on Reinforcement Learning. IEEE Transactions on Circuits and Systems for Video Technology. 29(7):2126-2137(2019)(IF=5.859)

[18] L.Zhou, G.Du, R.Wang, D.Tao*, L.Wang, J.Cheng*, J.Wang. A tensor framework for geosensor data forecasting of significant societal events. Pattern Recognition. 88:27-37(2019)(IF=8.518）

[19] H.Li, J.Xu, J.Zhu, D.Tao*, Z.Yu. Top distance regularized projection and dictionary learning for person re-identification. Information Sciences. 502:472-491(2019)(IF=8.233）

[20] D.Tao, Y.Guo, Y.Li, X.Gao*. Tensor Rank Preserving Discriminant Analysis for Facial Recognition. IEEE Transactions Image Processing. 27(1):325-334(2018)(IF=11.041)

[21] D.Tao*, Y.Guo, B.Yu, J.Pang, Z.Yu. Deep Multi-View Feature Learning for Person Re-Identification. IEEE Transactions on Circuits and Systems for Video Technology. 28(10):2657-2666(2018)(IF=5.859)

[22] H.Li, X.He, D.Tao*, Y.Tang, R.Wang. Joint medical image fusion, denoising and enhancement via discriminative low-rank sparse dictionaries learning. Pattern Recognition. 79:130-146(2018)(IF=8.518）

[23] D.Tao*, J. Cheng, X. Gao, X. Lin, C.Deng. Robust Sparse Coding for Mobile Image Labeling on the Cloud. IEEE Transactions on Circuits and Systems for Video Technology. 27(1):62-72(2017)(IF=5.859)

[24] D.Tao*, X. Lin, X.Gao. Large Sparse Cone Non-negative Matrix Factorization for Image Annotation. ACM Transactions on Intelligent Systems and Technology. 8(3):1-37(2017)(IF=4.654)

[25] Y.Guo, D.Tao*, W.Liu, J.Cheng. Multiview Cauchy Estimator Feature Embedding for Depth and Inertial Sensor-Based Human Action Recognition. IEEE Transactions on Systems, Man, and Cybernetics: Systems. 7(4):617-627(2017)(IF=11.471)

[26] Y.Yang, C.Deng, D.Tao*, S.Zhang, W.Liu, X.Gao. Latent Max-Margin Multitask Learning with Skelets for 3D Action Recognition. IEEE Transactions on Cybernetics. 47(2):439-448(2017)(IF=11.079)

[27] Y.Wang, Z.Wang, D.Tao*, S.Zhuo, X.Xu, S.Pu, M.Song. AllFocus: Patch-Based Video Out-of-Focus Blur Reconstruction. IEEE Transactions on Circuits and Systems for Video Technology. 27(9):1895-1908(2017)(IF=5.859)

[28] R.Hong*, L.Li, J.Cai, D.Tao, M.Wang, Q.Tian. Coherent Semantic-Visual Indexing for Large-Scale Image Retrieval in the Cloud. IEEE Transactions on Image Processing. 26(9):4128-4138(2017)(IF=11.041)

[29] Y.Yang, C.Deng, S.Gao, W.Liu, D.Tao, X.Gao. Discriminative Multi-instance Multitask Learning for 3D Action Recognition. IEEE Transactions on Multimedia. 19(3):519-529(2017)(IF=8.182)

[30] X.Yang, W.Liu*, D.Tao, J.Cheng, S.Li. Multiview Canonical Correlation Analysis Networks for Remote Sensing Image Recognition. IEEE Geoscience Remote Sensing Letter. 14(10):1855-1859(2017)（IF=5.343）

[31] X.Yang, W.Liu*, D.Tao*, J.Cheng. Canonical correlation analysis networks for two-view image recognition. Information Sciences. 385:338-352(2017)(IF=8.233)

[32] D.Tao, L.Jin, Y.Yuan, Y.Xue. Ensemble Manifold Rank Preserving for Acceleration-based Human Activity Recognition. IEEE Transactions on Neural Networks and Learning Systems. 27(6):1392-1404(2016)(IF=14.255)

[33] Y.Guo, D.Tao*, J.Cheng, A.D, Y.Li, K.Yue, B.Zhang. Tensor Manifold Discriminant Projections for Acceleration-Based Human Activity Recognition. IEEE Transactions on Multimedia. 18(10):1-11(2016)(IF=8.182)

[34] D.Tao*, Y.Guo, M.Song, Y.Li, Z.Yu, Y.Tang. Person Re-Identification by Dual-Regularized KISS Metric Learning. IEEE Transactions on Image Processing. 25(6):2726-2738(2016)(IF=11.041)

[35] D.Tao*, X.Lin, L.Jin, X.Li. Principal Component 2-Dimensional Long Short-Term Memory for Font Recognition on Single Chinese Characters. IEEE Transactions on Cybernetics. 46(3):756-765(2016)(IF=11.079)