About me

　　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

	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
	Learning Active Camera for Multi-Object Navigation Peihao Chen, Dongyu Ji, Kunyang Lin, Weiwen Hu, Wenbing Huang, 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
	Debiased Visual Question Answering from Feature and Sample Perspectives Zhiquan Wen, Guanghui Xu, Mingkui Tan, Qingyao Wu, Qi Wu NeurIPS 2021 Pdf BibTex
	Towards Accurate Text-based Image Captioning with Content Diversity Exploration Guanghui Xu, Mingkui Tan, Shuaicheng Niu, Yucheng Luo, Qing Du, Qi Wu CVPR 2021 Pdf Code
	Breaking the Curse of Space Explosion: Towards Effcient NAS with Curriculum Search Yong Guo, Yaofo Chen, Yin Zheng, Peilin Zhao, Jian Chen, Junzhou Huang, Mingkui Tan ICML 2020 Pdf ArXiv BibTex Code
	NAT: Neural Architecture Transformer for Accurate and Compact Architectures Yong Guo, Yin Zheng, Mingkui Tan, Qi Chen, Jian Chen, Peilin Zhao, Junzhou Huang NeurIPS 2019 Pdf BibTex Code
	Multi-marginal Wasserstein Gan Jiezhang Cao, Langyuan Mo, Yifan Zhang, Kui Jia, Chunhua Shen, Mingkui Tan NeurIPS 2019 Pdf BibTex Code
	Guided M-Net for High-Resolution Biomedical Image Segmentation with Weak Boundaries Shihao Zhang, Yuguang Yan, Pengshuai Yin, Zhen Qiu, Wei Zhao, Guiping Cao, Wan Chen, Jin Yuan, Risa Higashita, Qingyao Wu, Mingkui Tan, Jiang Liu OMIA@MICCAI 2019 Pdf BibTex
	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

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Journals

	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
	Discrimination-aware Network Pruning for Deep Model Compression Jing Liu, Bohan Zhuang, Zhuangwei Zhuang, Yong Guo, Junzhou Huang, Jinhui Zhu, Mingkui Tan TPAMI 2021 Pdf ArXiv BibTex Code
	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
	基于最优传输理论的联合分布匹配方法及应用 曹杰彰，莫朗元，杜卿，国雍，赵沛霖，黄俊洲，谭明奎 计算机学报 2020 Pdf BibTex
	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
	Collaborative Unsupervised Domain Adaptation for Medical Image Diagnosis Yifan Zhang, Ying Wei, Qingyao Wu, Peilin Zhao, Shuaicheng Niu, Junzhou Huang, Mingkui Tan TIP 2020 Pdf ArXiv BibTex Code
	Relation Attention for Temporal Action Localization Chen Peihao, Gan Chuang, Shen Guangyao, Huang Wenbing, Zeng Runhao, Tan Mingkui IEEE TMM 2019 Pdf BibTex
	Breaking Winner-Takes-All: Iterative-Winners-Out Networks for Weakly Supervised Temporal Action Localization Runhao Zeng, Chuang Gan, Peihao Chen, Wenbing Huang, Qingyao Wu, Mingkui Tan IEEE Trans. Image Processing 28(12) 2019 Pdf BibTex
	Attend and Imagine: Multi-Label Image Classification With Visual Attention and Recurrent Neural Networks Fan Lyu, Qi Wu, Fuyuan Hu, Qingyao Wu, Mingkui Tan IEEE Trans. Multimedia 21(8) 2019 Pdf BibTex
	Auto-Embedding Generative Adversarial Networks for High Resolution Image Synthesis Yong Guo, Qi Chen, Jian Chen, Qingyao Wu, Qinfeng Shi, Mingkui Tan IEEE Transactions on Multimedia 2019 Pdf ArXiv BibTex Code

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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