Yang Yujiu

Dr. Yang is an interdisciplinary faculty member affiliated with the Department of Automation and Open Faculty for Innovation, Education, Science, Technology and Art (Open FIESTA) at Tsinghua University. He received his Ph.D. degree in Pattern Recognition and Intelligent Systems from National Lab. of Pattern Recognition (NLPR), Institute of Automation, Chinese Academy of Sciences (CASIA), in 2008. Prior to joining the Tsinghua faculty, he was a Postdoc working at Tsinghua University from 2008 to 2010. He has published over 100 journal and conference papers and has widely published in highly ranked international journals, such as IEEE TIP, PR, and leading international conferences, such as ACL, AAAI, SIGIR, CVPR, WWW and ICDM. He has served as a reviewer for many international journals and the Council Member of the Shenzhen industry-education-research alliance of sensor technology. He is the director of the Intelligent Computing Laboratory, Graduate School at Shenzhen, Tsinghua University. His research goal is to utilize artificial intelligence techniques to make machines perceive and interact with the surrounding environment.

Sep. 2002 - July. 2008, Ph.D.  in Pattern Recognition and Intelligent Systems, Institute of Automation, Chinese Academy of Sciences (CASIA), China

Sep. 1991 - July. 1995, BSc.  inApplied Geophysics,China University of Mining and Technology, China

Dec. 2023 - present, Professor, Tsinghua Shenzhen International Graduate School, China

Dec. 2016 - Nov. 2023, Associate Professor, Tsinghua Shenzhen International Graduate School, China

Oct. 2010 - Dec.2016, Associate Professor, Tsinghua Shenzhen Graduate School, China

Sep.2008 – Sep.2010, Postdoc, Tsinghua University, China

Senior member of IEEE; member of AAAI； member of ACL

1. 《Topic of intelligent information processing》 (fall)

2. 《Introduction to Statistical Learning Theory》 (fall)

3. 《Distributed Machine Learning》 (spring)

4. 《Open FIESTA Rotation course》(spring)

Are you currently considering a Master's & Ph.D. program in computer science? Are you interested in researching aspects of computer science, especially in intelligent interaction? Are you a self-motivated student? If so, consider working with me.

including basic theories of machine learning and their applications in natural language processing, visual image understanding and analysis. 

1. National Natural Science Foundation of China (61991451), On the fundamental theory and key techniques for scattering optical imaging in marine environment;

2. National Natural Science Foundation of China (U1903213), Research on key technologies of abnormal event robustness detection based on multimodality cooperation of audio and video;

Journal paper:

[1] Weihao Xia, Yulun Zhang, Yujiu Yang, Jing-Hao Xue, Bolei Zhou, Ming-Hsuan Yang：GAN Inversion: A Survey, in IEEE Transactions on Pattern Analysis and Machine Intelligence,. 45(3): 3121-3138 (2023)  （CCF-A） （IF：24.314）

[2] Fei Yin, Yong Zhang, Baoyuan Wu, Yan Feng, Jingyi Zhang, Yanbo Fan, Yujiu Yang: Generalizable Black-Box Adversarial Attack With Meta Learning, in IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023 doi: 10.1109/TPAMI.2022.3194988.  （CCF-A） （IF：24.314）

[3] Mingdeng Cao, Yanbo Fan, Yong Zhang, Jue Wang, Yujiu Yang: VDTR: Video Deblurring With Transformer. IEEE Trans. Circuits Syst. Video Technol. 33(1): 160-171 (2023) （IF：5.859）

[4] Shengjie Chen, Gang Wu, Yujiu Yang, Zhenhua Guo: A simple and effective patch-Based method for frame-level face anti-spoofing. Pattern Recognit. Lett. 171: 1-7 (2023) （IF：4.757）

[5] Lei Shi, Sheng Lan, Hao Gui, Yujiu Yang, Zhenhua Guo: A novel 2D contactless fingerprint matching method. Neurocomputing 500: 547-555 (2022) （IF：5.779）

[6] Ran Yu, Chenyu Tian, Weihao Xia, Xinyuan Zhao, Liejun Wang, Yujiu Yang: Real-time human-centric segmentation for complex video scenes. Image Vis. Comput. 126: 104552 (2022) （IF：3.86）

[7] Yiru Wang, Pengda Si, Zeyang Lei, Guangxu Xun, Yujiu Yang: HSCJN: A holistic semantic constraint joint network for diverse response generation. Comput. Speech Lang. 65: 101135 (2021) （IF：3.252）

[8] Weihao Xia, Yujiu Yang, Jing-Hao Xue: Cali-sketch: Stroke calibration and completion for high-quality face image generation from human-like sketches. Neurocomputing 460: 256-265 (2021) （IF：5.779）

[9] Weihao Xia, Yujiu Yang, Jing-Hao Xue, Jing Xiao: Domain Fingerprints for No-Reference Image Quality Assessment. IEEE Trans. Circuits Syst. Video Technol. 31(4): 1332-1341 (2021) （IF：5.859）

[10] Weihao Xia, Yujiu Yang, Jing-Hao Xue: Unsupervised multi-domain multimodal image-to-image translation with explicit domain-constrained disentanglement. Neural Networks 131: 50-63 (2020) （IF：9.657）

[11] Lifang Ding, Zeyang Lei, Guangxu Xun, Yujiu Yang: FAT-RE: A faster dependency-free model for relation extraction. J. Web Semant. 65: 100598 (2020) （IF：2.77）

Conference Paper: （更新全列）

[1] Xinyu Zhu, Junjie Wang, Lin Zhang, Yuxiang Zhang, Yongfeng Huang, ruyi gan, Jiaxing Zhang and Yujiu Yang：Solving Math Word Problems via Cooperative Reasoning induced Language Models；ACL2023.（CCF-A）

[2] Siheng Li, Yichun Yin, Cheng Yang, Wangjie Jiang, Yiwei Li, Zesen Cheng, Lifeng Shang, Xin Jiang, Qun Liu and Yujiu Yang：NewsDialogues: Towards Proactive News Grounded Conversation；ACL2023.（CCF-A）

[3] Siheng Li, Cheng Yang, Yichun Yin, Xinyu Zhu, Zesen Cheng, Lifeng Shang, Xin Jiang, Qun Liu and Yujiu Yang： AutoConv: Automatically Generating Information-seeking Conversations with Large Language Models；ACL2023.（CCF-A）

[4] Zhibin Gou, qingyan guo and Yujiu Yang；Multi-view Prompting Improves Aspect Sentiment Tuple Prediction；ACL2023.（CCF-A）

[5] Jiaqi Sun, Lin Zhang, Guangyi Chen, Peng XU, Kun Zhang, Yujiu Yang: Feature Expansion for Graph Neural Networks; ICML23.  (CCF-A)

[6] Xuanzhou Liu, Lin Zhang, Jiaqi Sun, Yujiu Yang, Haiqin Yang: D2Match: Leveraging Deep Learning and Degeneracy for Subgraph Matching; ICML23.  (CCF-A)

[7] Fei Yin, Yong Zhang, Xuan Wang, Tengfei Wang, Xiaoyu Li, Yuan Gong, Yanbo Fan, Xiaodong Cun, Ying Shan, Cengiz Oztireli, Yujiu Yang：3D GAN Inversion with Facial Symmetry Prior；CVPR23 （CCF-A）

[8] Yatai Ji, Rong-Cheng Tu, jie jiang, Weijie Kong, Chengfei Cai, Wenzhe Zhao, WANG HongFa, Yujiu Yang, Wei Liu：Seeing What You Miss: Vision-Language Pre-training with Semantic Completion Learning；CVPR23（CCF-A）

[9] Yatai Ji, Junjie Wang, Yuan Gong, Lin Zhang, yanru Zhu, WANG HongFa, Jiaxing Zhang, Tetsuya Sakai, Yujiu Yang：MAP: Multimodal Uncertainty-Aware Vision-Language Pre-training Model；CVPR23（CCF-A）

[10] Qingyan Bai, Ceyuan Yang, Yinghao Xu, Xihui Liu, Yujiu Yang, Yujun Shen： GLeaD: Improving GANs with A Generator-Leading Task；CVPR23（CCF-A）

[11] Jiahao Wang, Songyang Zhang, Yong Liu, Taiqiang Wu, Yujiu Yang, Xihui Liu, Kai Chen, Ping Luo, Dahua Lin： RIFormer: Keep Your Vision Backbone Effective But Removing Token Mixer；CVPR23（CCF-A）

[12] Taiqiang Wu, Xingyu Bai, Weigang Guo, Weijie Liu, Siheng Li, Yujiu Yang: Modeling Fine-grained Information via Knowledge-aware Hierarchical Graph for Zero-shot Entity Retrieval. WSDM 2023: 1021-1029. （CCF-B）

[13] Shuwei Shi, Jinjin Gu, Liangbin Xie, Xintao Wang, Yujiu Yang, Chao Dong, Rethinking Alignment in Video Super-Resolution Transformers. Advances in Neural Information Processing Systems (NeurIPS), 2022. （CCF-A）

[14] Wangjie Jiang, Zhihao Ye, Zijing Ou, Ruihui Zhao, Jianguang Zheng, Yi Liu, Bang Liu, Siheng Li, Yujiu Yang, Yefeng Zheng: MCSCSet: A Specialist-annotated Dataset for Medical-domain Chinese Spelling Correction. CIKM 2022: 4084-4088（CCF-B）

[15] Mingdeng Cao, Zhihang Zhong, Jiahao Wang, Yinqiang Zheng, Yujiu Yang: Learning Adaptive Warping for RealWorld Rolling Shutter Correction. CVPR 2022: 17764-17772 （CCF-A）

[16] Shanshan Lao, Yuan Gong, Shuwei Shi, Sidi Yang, Tianhe Wu, Jiahao Wang, Weihao Xia, Yujiu Yang: Attentions Help CNNs See Better: Attention-based Hybrid Image Quality Assessment Network. CVPR Workshops 2022: 1139-1148 (The track champion)

[17] Sidi Yang, Tianhe Wu, Shuwei Shi, Shanshan Lao, Yuan Gong, Mingdeng Cao, Jiahao Wang, Yujiu Yang: MANIQA: Multi-dimension Attention Network for No-Reference Image Quality Assessment. CVPR Workshops 2022: 1190-1199 (The track champion)

[18]  Yong Liu, Ran Yu, Fei Yin, Xinyuan Zhao, Wei Zhao, Weihao Xia, and Yujiu Yang：Learning Quality-aware Dynamic Memory for Video Object Segmentation；ECCV (29) 2022: 468-486 （CCF-B）

[19]  Yong Liu, Ran Yu, Jiahao Wang, Xinyuan Zhao, Yitong Wang, Yansong Tang, and Yujiu Yang：Global Spectral Filter Memory Network for Video Object Segmentation；ECCV (29) 2022: 648-665 （CCF-B）

[20] Qingyan Bai, Yinghao Xu, Jiapeng Zhu, Weihao Xia, Yujiu Yang, Yujun Shen: High-fidelity GAN Inversion with Padding Space；ECCV (15) 2022: 36-53（CCF-B）

[21] Fei Yin, Yong Zhang, Xiaodong Cun, Mingdeng Cao, Yanbo Fan, Xuan Wang, Qingyan Bai, Baoyuan Wu, Jue Wang, Yujiu Yang: StyleHEAT: One-Shot High-Resolution Editable Talking Face Generation via Pre-trained StyleGAN；ECCV (17) 2022: 85-101 （CCF-B）

[22] Xiaopei Wan , Guoqiu Li , Yujiu Yang and Zhenhua Guo： Augmenting Anchors by the Detector Itself；IJCAI 22: 1371-1377  （CCF-A）

[23] Mao Yan Chen and Siheng Li and Yujiu Yang： EmpHi: Generating Empathetic Responses with Human-like Intents, NAACL2022: 1063-1074 （CCF-B）

[24] Jiahao Wang, Mingdeng Cao, Shuwei Shi, Baoyuan Wu, Yujiu Yang: Attention Probe: Vision Transformer Distillation in the Wild；ICASSP22, 2220-2224. （CCF-B）

[25] Wangjie Jiang∗, Siheng Li∗, Jiayi Li, Yujiu Yang: Multi-Turn incomplete Utterance Restoration as Object Detection；ICASSP22, 8052-8056. （CCF-B）

[26] Han Shu，Jiahao Wang，Hanting Chen, Lin Li，Yujiu Yang，Yunhe Wang：Adder Attention for Vision Transformer，(NeurIPS2021)  Advances in Neural Information Processing Systems 34, 19899-19909  （CCF-A）

[27] Junjie Wang, Yatai Ji, Jiaqi Sun, Yujiu Yang and Tetsuya Sakai：MIRTT: Learning Multimodal Interaction Representations from Trilinear Transformers for Visual Question Answering，EMNLP (Findings) 2021: 2280-2292. （CCF-B）

[28] Gengcong Yang, Jingyi Zhang, Yong Zhang, Baoyuan Wu, Yujiu Yang: Probabilistic Modeling of Semantic Ambiguity for Scene Graph Generation. Virtual June19-25, CVPR2021: 12527-12536.  （CCF-A）

[29] Weihao Xia, Yujiu Yang, Jing-Hao Xue, Baoyuan Wu: TediGAN: Text-Guided Diverse Image Generation and Manipulation. Virtual June19-25, CVPR2021: 2256-2265.  （CCF-A）

[30] Yutong Wang, Renze Lou, Kai Zhang, Mao Yan Chen, Yujiu Yang: More: A Metric Learning Based Framework for Open-Domain Relation Extraction. ICASSP 2021: 7698-7702. （CCF-B）

[31] Yiru Wang; Shen Huang; Gongfu Li; Qiang Deng; Dongliang Liao; Pengda Si; Yujiu Yang; Jin Xu. Cognitive Representation Learning of Self-Media Online Article Quality，ACM Multimedia，12-16 October 2020 Seattle, United States.  （CCF-A）

[32] Weihao Xia*; Yujiu Yang; Jing-Hao Xue: Controllable Continuous Gaze Redirection. ACM Multimedia，12-16 October 2020 Seattle, United States.  （CCF-A）

[33] Shuwei Shi, Qingyan Bai, Mingdeng Cao, Weihao Xia, Jiahao Wang, Yifan Chen, Yujiu Yang: Region-Adaptive Deformable Network for Image Quality Assessment. CVPR Workshops 2021: 324-333

[34] Yue Wu, Yui Lo, Yujiu Yang: STCN: A Lightweight Sleep Staging Model with Multiple Channels. BIBM 2020: 1180-1183 （CCF-B） 

[35] Sijin Wu, Yujiu Yang, Nicholas Yung, Zhengchen Shen, Zeyang Lei: DT-QDC: A Dataset for Question Comprehension in Online Test. COLING 2020: 6470-6480 （CCF-B）

[36] Yanbo Fan, Baoyuan Wu, Tuanhui Li, Yong Zhang, Mingyang Li, Zhifeng Li, Yujiu Yang: Sparse Adversarial Attack via Perturbation Factorization，16^th European Conference on Computer Vision (ECCV), 23-28 August, 2020. （CCF-B）

[37] Yunzhou Shi, Zhiling Luo, Pengcheng Zhu, Feng Ji, Wei Zhou, Haiqing Chen and Yujiu Yang. G2T: Generating Fluent Descriptions for Knowledge Graph [C] ACM SIGIR 2020, July 25-30, 2020 (Xi'an, China), pages 1861-1864.  （CCF-A） 

[38] Miaomiao Yu, Yujiu Yang, Chenhui Li: HGCN4MeSH: Hybrid Graph Convolution Network for MeSH Indexing. ACL (student) 2020: 20-26； （CCF-A）

[39] Yiru Wang, Pengda Si, Zeyang Lei, Yujiu Yang: Topic Enhanced Controllable CVAE for Dialogue Generation (Student Abstract). AAAI 2020: 13955-13956； （CCF-A）

[40] Tuanhui Li, Baoyuan Wu, Yujiu Yang, Yanbo Fan, Yong Zhang, Wei Liu; Compressing Convolutional Neural Networks via Factorized Convolutional Filters The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019, pp. 3977-3986；（CCF-A）

[41] Xinrui Zhuang, Yuexiang Li, Yifan Hu, Kai Ma, Yujiu Yang, Yefeng Zheng: Self-supervised Feature Learning for 3D Medical Images by Playing a Rubik's Cube. MICCAI (4) 2019: 420-428 (学生旅行奖)

[42] Guanqun Hou, Yujiu Yang, Jing-Hao Xue: Residual Dilated Network with Attention for Image Blind Denoising. ICME 2019: 248-253 （CCF-B）

[43]  Weihao Xia, Yujiu Yang, Xianyu Bao: ECGAN: Image Translation with Multi-scale Relativistic Average Discriminator. AIMS 2019: 28-38 (Best student paper)

[44]  Zeyang Lei, Yujiu Yang, Min Yang, Wei Zhao, Jun Guo, Yi Liu: A Human-Like Semantic Cognition Network for Aspect-Level Sentiment Classification. AAAI 2019: 6650-6657  （CCF-A）

[45] Zeyang Lei, Yujiu Yang, Min Yang, Yi Liu; A Multi-sentiment-resource Enhanced Attention Network for Sentiment Classification. Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, ACL (2) 2018: 758-763;  （CCF-A） 

[46] Zeyang Lei, Yujiu Yang, Yi Liu; LAAN: A Linguistic-Aware Attention Network for Sentiment Analysis, WWW ’18 Companion, April 23–27, 2018, Lyon, France;  （CCF-A）

[47] Zeyang Lei, Yujiu Yang, Min Yang; SAAN: A Sentiment-Aware Attention Network for Sentiment Analysis. SIGIR 2018: 1197-1200  （CCF-A）Zeyang Lei, Yujiu Yang, Min Yang; Sentiment Lexicon Enhanced Attention-based LSTM for Sentiment Classification, The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18) , 2018.2.2-2018.2.7  （CCF-A）

2017 Scientific and Technological Progress Award (Grade 3) of Guangdong Province, China.

2015 Scientific and Technological Progress Award (Grade 1) of Guangdong Province, China.

2015 Scientific and Technological Progress Award (Grade 2) of Shenzhen City, Guangdong Province, China.