I am currently a professor with the School of Software Engineering at South China University of Technology. I received my Bachelor Degree in Environmental Science and Engineering in 2006 and Master degree in Control Science and Engineering in 2009, both from Hunan University in Changsha, China. I received the Ph.D. degree in Computer Science from Nanyang Technological University, Singapore, in 2014. From 2014-2016, I worked as a Senior Research Associate on computer vision in the School of Computer Science, University of Adelaide, Australia. My research interests include machine learning, sparse analysis, deep learning and large-scale optimization.
Join us Our research group still has two academic doctoral places (application examination system), the research interests include large model, embodied intelligence (intelligent robot), etc. Please contact me via email for interested students mingkuitan@scut.edu.cn.
Conferences Cross-Device Collaborative Test-Time Adaptation
Guohao Chen, Shuaicheng Niu, Deyu Chen, Shuhai Zhang, Changsheng Li, Yuanqing Li, Mingkui Tan
NeurIPS 2024
Pdf BibTex Code Towards Robust and Efficient Cloud-Edge Elastic Model Adaptation via Selective Entropy Distillation
Yaofo Chen, Shuaicheng Niu, Yaowei Wang, Shoukai Xu, Hengjie Song, Mingkui Tan
ICLR 2024
Pdf ArXiv BibTex Code Detecting Machine-Generated Texts by Multi-Population Aware Optimization for Maximum Mean Discrepancy
Shuhai Zhang, Yiliao Song, Jiahao Yang, Yuanqing Li, Bo Han, Mingkui Tan
ICLR 2024
Pdf ArXiv BibTex Code Towards Stable Test-Time Adaptation in Dynamic Wild World
Shuaicheng Niu, Jiaxiang Wu, Yifan Zhang, Zhiquan Wen, Yaofo Chen, Peilin Zhao, Mingkui Tan
ICLR 2023
Pdf ArXiv BibTex Code Weakly-Supervised Multi-Granularity Map Learning for Vision-and-Language Navigation
Peihao Chen, Dongyu Ji, Kunyang Lin, Runhao Zeng, Thomas H. Li, Mingkui Tan, Chuang Gan
NeurIPS 2022
Pdf ArXiv BibTex Efficient Test-Time Model Adaptation without Forgetting
Shuaicheng Niu, Jiaxiang Wu, Yifan Zhang, Yaofo Chen, Shijian Zheng, Peilin Zhao, and Mingkui Tan
ICML 2022
Pdf ArXiv BibTex Dense Regression Network for Video Grounding
Runhao Zeng, Haoming Xu, Wenbing Huang, Peihao Chen, Mingkui Tan, Chuang Gan
CVPR 2020
Pdf ArXiv BibTex Code Closed-loop Matters: Dual Regression Networks for Single Image Super-Resolution
Yong Guo, Jian Chen, Jingdong Wang, Qi Chen, Jiezhang Cao, Zeshuai Deng, Yanwu Xu, Mingkui Tan
CVPR 2020
Pdf ArXiv BibTex Code Graph Convolutional Networks for Temporal Action Localization
Runhao Zeng, Wenbing Huang, Mingkui Tan, Yu Rong, Peilin Zhao, Junzhou Huang, Chuang Gan
ICCV 2019
Pdf ArXiv BibTex Code Discrimination-aware Channel Pruning for Deep Neural Networks
Zhuang Zhuangwei, Tan Mingkui, Zhuang Bohan, Liu Jing, Guo Yong, Wu Qingyao, Huang Junzhou, Zhu Jinhui
NeurIPS 2018
Pdf BibTex Code Poster
Read more >> Journals Uncertainty-Calibrated Test-Time Model Adaptation without Forgetting
Mingkui Tan, Guohao Chen, Jiaxiang Wu, Yifan Zhang, Yaofo Chen, Peilin Zhao, and Shuaicheng Niu
TPAMI 2025
Pdf ArXiv BibTex EPMF: Efficient Perception-Aware Multi-Sensor Fusion for 3D Semantic Segmentation
Mingkui Tan, Zhuangwei Zhuang, Sitao Chen, Rong Li, Kui Jia, Qicheng Wang and Yuanqing Li
TPAMI 2024
Pdf ArXiv BibTex Code Towards lightweight super-resolution with dual regression learning
Yong Guo , Mingkui Tan , Zeshuai Deng , Jingdong Wang , Qi Chen, Jiezhang Cao , Yanwu Xu , and Jian Chen
TPAMI 2024
Pdf ArXiv BibTex Code Image Captioning With Controllable and Adaptive Length Levels
Ning Ding, Chaorui Deng, Mingkui Tan, Qing Du, Zhiwei Ge, Qi Wu
TPAMI 2023
Pdf BibTex Single-Path Bit Sharing for Automatic Loss-Aware Model Compression
Jing Liu, Bohan Zhuang, Peng Chen, Chunhua Shen, Jianfei Cai, Mingkui Tan
TPAMI 2023
Pdf ArXiv BibTex Bidirectional Posture-Appearance Interaction Network for Driver Behavior Recognition
Mingkui Tan, Gengqin Ni, Xu Liu, Shiliang Zhang, Xiangmiao Wu, Yaowei Wang, and Runhao Zeng.
TITS 2022
Pdf BibTex Graph Convolutional Module for Temporal Action Localization in Videos
Runhao Zeng, Wenbing Huang, Mingkui Tan, Yu Rong, Peilin Zhao, Junzhou Huang, Chuang Gan
TPAMI 2021
Pdf BibTex Towards Accurate and Compact Architectures via Neural Architecture Transformer
Yong Guo, Yin Zheng, Mingkui Tan, Qi Chen, Zhipeng Li, Jian Chen, Peilin Zhao, Junzhou Huang
TPAMI 2021
Pdf ArXiv BibTex Code Improving Generative Adversarial Networks with Local Coordinate Coding
Jiezhang Cao, Yong Guo, Qingyao Wu, Chunhua Shen, Junzhou Huang, Mingkui Tan
TPAMI 2020
Pdf BibTex Code Visual Grounding via Accumulated Attention
Chaorui Deng, Qi Wu, Qingyao Wu, Fuyuan Hu, Fan Lyu, Mingkui Tan
TPAMI 2020
Pdf BibTex
Read more >> Preprint Paper Structured Binary Neural Networks for Image Recognition
Bohan Zhuang, Chunhua Shen, Mingkui Tan, Lingqiao Liu, Ian Reid
CoRR abs/1909.09934 2019
Pdf ArXiv BibTex Graph Convolutional Networks for Temporal Action Localization
Runhao Zeng, Wenbing Huang, Mingkui Tan, Yu Rong, Peilin Zhao, Junzhou Huang, Chuang Gan
CoRR abs/1909.03252 2019
Pdf ArXiv BibTex Data Effective Training of Convolutional Neural Networks with Low-bitwidth Weights and Activations
Bohan Zhuang, Jing Liu, Mingkui Tan, Lingqiao Liu, Ian Reid, Chunhua Shen
CoRR abs/1908.04680 2019
Pdf ArXiv BibTex Training Quantized Network with Auxiliary Gradient Module
Bohan Zhuang, Lingqiao Liu, Mingkui Tan, Chunhua Shen, Ian Reid
CoRR abs/1903.11236 2019
Pdf ArXiv BibTex Continual Reinforcement Learning with Diversity Exploration and Adversarial Self-Correction
Fengda Zhu, Xiaojun Chang, Runhao Zeng, Mingkui Tan
CoRR abs/1906.09205 2019
Pdf ArXiv BibTex Dual Reconstruction Nets for Image Super-Resolution with Gradient Sensitive Loss
Yong Guo, Qi Chen, Jian Chen, Junzhou Huang, Yanwu Xu, Jiezhang Cao, Peilin Zhao, Mingkui Tan
CoRR abs/1809.07099 2018
Pdf ArXiv BibTex The Shallow End: Empowering Shallower Deep-Convolutional Networks through Auxiliary Outputs
Yong Guo, Mingkui Tan, Qingyao Wu, Jian Chen, Anton Van Den Hengel, Qinfeng Shi
CoRR abs/1611.01773 2017
Pdf ArXiv BibTex Scalable Nuclear-norm Minimization by Subspace Pursuit Proximal Riemannian Gradient
Mingkui Tan, Shijie Xiao, Junbin Gao, Dong Xu, Anton Van Den Hengel, Qinfeng Shi
CoRR abs/1503.02828 2015
Pdf ArXiv BibTex