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Mengqi Huang
Ph.D Candidate
School of Cyber Security
443 Huangshan Road, Hefei, China 230027
Email: huangmq@mail.ustc.edu.cn
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Mengqi Huang is now pursuing his doctoral degree at University of Science and Technology of China (USTC).
His research interests include image generation, text-to-image generation/editing and large-scale models.
He has several publications appeared in the top conferences such as CVPR, AAAI, ACM MM.
He has been serving as the reviewer of ACM MM.
Education
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University of Science and Technology of China
Ph.D. in Cyber Security July 2020 - now, Hefei & Beijing Advisor: Prof. Zhendong Mao |
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University of Science and Technology of China
B.Eng in Automation September 2016 - June 2020, Hefei Advisor: Prof. Zhendong Mao |
Paper Publications [Google Scholar]
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RealCustom: Narrowing Real Text Word for Real-Time Open-Domain Text-to-Image Customization
CVPR 2024 , CCF-A [Project Page] Mengqi Huang, Zhendong Mao, Mingcong Liu, Qian He, Yongdong Zhang |
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Gradual Residuals Alignment: A Dual-Stream Framework for GAN Inversion and Image Attribute Editing
AAAI 2024 , CCF-A, 23.75% acceptance rate Hao Li, Mengqi Huang, Lei Zhang, Bo Hu, Yi Liu, Zhendong Mao |
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DreamIdentity: Improved Editability for Efficient Face-identity Preserved Image Generation
AAAI 2024 , CCF-A, 23.75% acceptance rate [Project Page] Zhuowei Chen, Shancheng Fang, Wei Liu, Qian He, Mengqi Huang, Yongdong Zhang, Zhendong Mao |
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Towards Accurate Image Coding: Improved Autoregressive Image Generation With Dynamic Vector Quantization
(Highlight, 2.6% of submitted papers)
CVPR 2023 , CCF-A, 25.8% acceptance rate [Github] [Video] Mengqi Huang, Zhendong Mao, Zhuowei Chen, Yongdong Zhang |
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Not All Image Regions Matter: Masked Vector Quantization for Autoregressive Image Generation
CVPR 2023 , CCF-A, 25.8% acceptance rate [Github] [Video] Mengqi Huang, Zhendong Mao, Quan Wang, Yongdong Zhang |
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DSE-GAN: Dynamic Semantic Evolution Generative Adversarial Network for Text-to-Image Generation
(Best Student Paper Award, 1/3009 of submitted papers)
ACM Multimedia 2022 , CCF-A, 27.9% acceptance rate Mengqi Huang, Zhendong Mao, Penghui Wang, Quan Wang, Yongdong Zhang 
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Internships
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ByteDance Inc.
Research Intern, Intelligent Creation Department. Beijing July 2023 - Now |
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Kuaishou Technology
Research Intern, Search Technology Department. Beijing March 2022 - Novemeber 2022 |
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McMaster University
Research Intern, Computing & Software School (Department) Hamilton, Canada June 2019 - September 2019 |
Competitions
| 第二届粤港澳大湾区国际算法算例大赛-高效可控的文生图方法 指导老师，第二名(奖金20万元人民币). August 2023 - Novemeber 2023 
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| 首届兴智杯全国人工智能应用创新大赛-多模态技术创新赛-基于文本的图像生成 第一完成人，二等奖. August 2022 - Novemeber 2022 
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| ACM Multimedia 2020 Social Media Prediction Challenge Team Leader, Top Performance Award. [Github] March 2020 - June 2020 
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| ICIP 2020 Image Popularity Prediction Challenge Team Leader, Reach Fourth Grade. March 2020 - June 2020 |
Patents
| 基于迭代优化策略的多模态信息社交媒体流行度预测方法: 毛震东; 张勇东; 黄梦琪 |
Last update: 18 May, 2023. Webpage template borrows from Weinan Zhang.
News
27 February 2024
One papers is accepted by CVPR 2024!
09 December 2023
Two papers are accepted by AAAI 2024!
21 March 2023
Our paper "Towards Accurate Image Coding: Improved Autoregressive Image Generation with Dynamic Vector Quantization" is selected as a highlight at CVPR 2023!
27 February 2023
Two papers are accepted by CVPR 2023!
13 October 2022
Our paper "DSE-GAN: Dynamic Semantic Evolution Generative Adversarial Network for Text-to-Image Generation" receives the Best Student Paper Award at ACM Multimedia 2022!
30 June 2022
One paper is accepted by ACM Multimedia 2022!