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Multimodal Learning, Visual-and-Language, Cross-modal Retrieval, Visual Content Sythesis
China

Biography

I received the B.Sc., M.Sc., and Ph.D. degrees in signal and information processing from Xidian University, Xi’an, China. Currently, I am a Full Professor with the School of Electronic Engineering at Xidian University.

My research interests include Embodied AI, Multimodal Learning, Computer Vision. I am the author and coauthor of more than 200 scientific articles at top venues, including IEEE T-PAMI, T-NNLS, T-CYB, T-MM, T-SMC, T-IP, ICML, NeurIPS, ICCV, CVPR, IJCAI, and AAAI. I am currently serving on the editorial boards of Pattern Recognition, Neurocomputing, and Pattern Recognition Letters, and served ICCV2021、CVPR2021、NeurIPS2024 as an Area Chair.

Activities

Employment (1)

Xidian University: Xi'an, CN

2014-07-01 to present | Prof. (School of Electronic Engineering)
Employment
Source: Self-asserted source
Cheng Deng

Professional activities (1)

IEEE: New York, NY, US

Source: Self-asserted source
Cheng Deng

Works (50 of 107)

Items per page:
Page 1 of 3

Global Model Selection via Solution Paths for Robust Support Vector Machine

IEEE Transactions on Pattern Analysis and Machine Intelligence
2025-03 | Journal article
Contributors: Zhou Zhai; Bin Gu; Cheng Deng; Heng Huang
Source: check_circle
Crossref

Memory-Enhanced Confidence Calibration for Class-Incremental Unsupervised Domain Adaptation

IEEE Transactions on Multimedia
2024 | Journal article
Contributors: Jiaping Yu; Muli Yang; Aming Wu; Cheng Deng
Source: check_circle
Crossref

Prototype-Decomposed Knowledge Distillation for Learning Generalized Federated Representation

IEEE Transactions on Multimedia
2024 | Journal article
Contributors: Aming Wu; Jiaping Yu; Yuxuan Wang; Cheng Deng
Source: check_circle
Crossref

Rethinking Noise Sampling in Class-Imbalanced Diffusion Models

IEEE Transactions on Image Processing
2024 | Journal article
Contributors: Chenghao Xu; Jiexi Yan; Muli Yang; Cheng Deng
Source: check_circle
Crossref

CrossFormer: Cross-Modal Representation Learning via Heterogeneous Graph Transformer

ACM Transactions on Multimedia Computing, Communications, and Applications
2024-12-31 | Journal article
Contributors: Xiao Liang; Erkun Yang; Cheng Deng; Yanhua Yang
Source: check_circle
Crossref

SAMControl: Controlling Pose and Object for Image Editing with Soft Attention Mask

ACM Transactions on Multimedia Computing, Communications, and Applications
2024-11-05 | Journal article
Contributors: Yue Zhang; Chao Wang; Feifei Fang; Yunzhi Zhuge; Hehe Fan; Xiaojun Chang; Cheng Deng; Yi Yang
Source: check_circle
Crossref

Label Learning Method Based on Tensor Projection

2024-08-25 | Conference paper
Contributors: Jing Li; Quanxue Gao; Qianqian Wang; Cheng Deng; Deyan Xie
Source: check_circle
Crossref

Object-Agnostic Transformers for Video Referring Segmentation

IEEE Transactions on Image Processing
2022 | Journal article
Contributors: Xu Yang; Hao Wang; De Xie; Cheng Deng; Dacheng Tao
Source: check_circle
Crossref

Incremental Zero-Shot Learning

IEEE Transactions on Cybernetics
2022-12 | Journal article
Contributors: Kun Wei; Cheng Deng; Xu Yang; Dacheng Tao
Source: check_circle
Crossref

Privacy-Preserving Asynchronous Vertical Federated Learning Algorithms for Multiparty Collaborative Learning

IEEE Transactions on Neural Networks and Learning Systems
2022-11 | Journal article
Contributors: Bin Gu; An Xu; Zhouyuan Huo; Cheng Deng; Heng Huang
Source: check_circle
Crossref

Faster Stochastic Quasi-Newton Methods

IEEE Transactions on Neural Networks and Learning Systems
2022-09 | Journal article
Contributors: Qingsong Zhang; Feihu Huang; Cheng Deng; Heng Huang
Source: check_circle
Crossref

Heterogeneous Graph Attention Network for Unsupervised Multiple-Target Domain Adaptation

IEEE Transactions on Pattern Analysis and Machine Intelligence
2022-04-01 | Journal article
Contributors: Xu Yang; Cheng Deng; Tongliang Liu; Dacheng Tao
Source: check_circle
Crossref

Large-Scale Nonlinear AUC Maximization via Triply Stochastic Gradients

IEEE Transactions on Pattern Analysis and Machine Intelligence
2022-03-01 | Journal article
Contributors: Zhiyuan Dang; Xiang Li; Bin Gu; Cheng Deng; Heng Huang
Source: check_circle
Crossref

Multi-Sentence Auxiliary Adversarial Networks for Fine-Grained Text-to-Image Synthesis

IEEE Transactions on Image Processing
2021 | Journal article
Contributors: Yanhua Yang; Lei Wang; De Xie; Cheng Deng; Dacheng Tao
Source: check_circle
Crossref

Self-Training With Progressive Representation Enhancement for Unsupervised Cross-Domain Person Re-Identification

IEEE Transactions on Image Processing
2021 | Journal article
Contributors: Hang Zhang; Huanhuan Cao; Xu Yang; Cheng Deng; Dacheng Tao
Source: check_circle
Crossref

Scalable Kernel Ordinal Regression via Doubly Stochastic Gradients

IEEE Transactions on Neural Networks and Learning Systems
2021-08 | Journal article
Contributors: Bin Gu; Xiang Geng; Xiang Li; Wanli Shi; Guansheng Zheng; Cheng Deng; Heng Huang
Source: check_circle
Crossref

Sparse Modal Additive Model

IEEE Transactions on Neural Networks and Learning Systems
2021-06 | Journal article
Contributors: Hong Chen; Yingjie Wang; Feng Zheng; Cheng Deng; Heng Huang
Source: check_circle
Crossref

A unified q-memorization framework for asynchronous stochastic optimization

Journal of Machine Learning Research
2020 | Journal article
EID:

2-s2.0-85094905626

Part of ISSN: 15337928 15324435
Contributors: Gu, B.; Xian, W.; Huo, Z.; Deng, C.; Huang, H.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Category-Aware Spatial Constraint for Weakly Supervised Detection

IEEE Transactions on Image Processing
2020 | Journal article
Contributors: Yunhang Shen; Rongrong Ji; Kuiyuan Yang; Cheng Deng; Changhu Wang
Source: check_circle
Crossref

Learning unseen concepts via hierarchical decomposition and composition

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
2020 | Conference paper
EID:

2-s2.0-85094590726

Part of ISSN: 10636919
Contributors: Yang, M.; Deng, C.; Yan, J.; Liu, X.; Tao, D.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Lifelong zero-shot learning

IJCAI International Joint Conference on Artificial Intelligence
2020 | Conference paper
EID:

2-s2.0-85097348356

Part of ISSN: 10450823
Contributors: Wei, K.; Deng, C.; Yang, X.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Multi-scale fusion subspace clustering using similarity constraint

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
2020 | Conference paper
EID:

2-s2.0-85094842205

Part of ISSN: 10636919
Contributors: Dang, Z.; Deng, C.; Yang, X.; Huang, H.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Multi-task collaborative network for joint referring expression comprehension and segmentation

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
2020 | Conference paper
EID:

2-s2.0-85094654780

Part of ISSN: 10636919
Contributors: Luo, G.; Zhou, Y.; Sun, X.; Cao, L.; Wu, C.; Deng, C.; Ji, R.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Multi-Task Consistency-Preserving Adversarial Hashing for Cross-Modal Retrieval

IEEE Transactions on Image Processing
2020 | Journal article
Contributors: De Xie; Cheng Deng; Chao Li; Xianglong Liu; Dacheng Tao
Source: check_circle
Crossref

Object and background disentanglement for unsupervised cross-domain person re-identification

Neurocomputing
2020 | Journal article
EID:

2-s2.0-85084393636

Part of ISSN: 18728286 09252312
Contributors: Zhu, Y.; Deng, C.; Cao, H.; Wang, H.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Progressive Cross-Modal Semantic Network for Zero-Shot Sketch-Based Image Retrieval

IEEE Transactions on Image Processing
2020 | Journal article
Contributors: Cheng Deng; Xinxun Xu; Hao Wang; Muli Yang; Dacheng Tao
Source: check_circle
Crossref

Projection & Probability-driven black-box attack

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
2020 | Conference paper
EID:

2-s2.0-85094863779

Part of ISSN: 10636919
Contributors: Li, J.; Ji, R.; Liu, H.; Liu, J.; Zhong, B.; Deng, C.; Tian, Q.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Staged Sketch-to-Image Synthesis via Semi-supervised Generative Adversarial Networks

IEEE Transactions on Multimedia
2020 | Journal article
EID:

2-s2.0-85099601802

Part of ISSN: 19410077 15209210
Contributors: Li, Z.; Deng, C.; Yang, E.; Tao, D.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Towards Transferable Targeted Attack

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
2020 | Conference paper
EID:

2-s2.0-85090405641

Part of ISSN: 10636919
Contributors: Li, M.; Deng, C.; Li, T.; Yan, J.; Gao, X.; Huang, H.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Vulnerability vs. Reliability: Disentangled Adversarial Examples for Cross-Modal Learning

Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
2020 | Conference paper
EID:

2-s2.0-85090420928

Contributors: Li, C.; Tang, H.; Deng, C.; Zhan, L.; Liu, W.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Robust Cumulative Crowdsourcing Framework Using New Incentive Payment Function and Joint Aggregation Model

IEEE Transactions on Neural Networks and Learning Systems
2020-11 | Journal article
Contributors: Kamran Ghasedi Dizaji; Hongchang Gao; Yanhua Yang; Heng Huang; Cheng Deng
Source: check_circle
Crossref

Two-Stream Deep Hashing With Class-Specific Centers for Supervised Image Search

IEEE Transactions on Neural Networks and Learning Systems
2020-06 | Journal article
Contributors: Cheng Deng; Erkun Yang; Tongliang Liu; Dacheng Tao
Source: check_circle
Crossref

Graph based semi-supervised classification with probabilistic nearest neighbors

Pattern Recognition Letters
2020-05 | Journal article
Contributors: Junliang Ma; Bing Xiao; Cheng Deng
Source: check_circle
Crossref

Adversarial Examples for Hamming Space Search

IEEE Transactions on Cybernetics
2020-04 | Journal article
Contributors: Erkun Yang; Tongliang Liu; Cheng Deng; Dacheng Tao
Source: check_circle
Crossref

Saliency Detection via a Multiple Self-Weighted Graph-Based Manifold Ranking

IEEE Transactions on Multimedia
2020-04 | Journal article
Contributors: Cheng Deng; Xu Yang; Feiping Nie; Dapeng Tao
Source: check_circle
Crossref

Toward Compact ConvNets via Structure-Sparsity Regularized Filter Pruning

IEEE Transactions on Neural Networks and Learning Systems
2020-02 | Journal article
Contributors: Shaohui Lin; Rongrong Ji; Yuchao Li; Cheng Deng; Xuelong Li
Source: check_circle
Crossref

Adversarial fine-grained composition learning for unseen attribute-object recognition

Proceedings of the IEEE International Conference on Computer Vision
2019 | Conference paper
EID:

2-s2.0-85081730903

Part of ISSN: 15505499
Contributors: Wei, K.; Yang, M.; Wang, H.; Deng, C.; Liu, X.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Asymmetric cross-guided attention network for actor and action video segmentation from natural language query

Proceedings of the IEEE International Conference on Computer Vision
2019 | Conference paper
EID:

2-s2.0-85081897936

Part of ISSN: 15505499
Contributors: Wang, H.; Deng, C.; Yan, J.; Tao, D.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Balanced self-paced learning for generative adversarial clustering network

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
2019 | Conference paper
EID:

2-s2.0-85077382892

Part of ISSN: 10636919
Contributors: Ghasedi, K.; Wang, X.; Deng, C.; Huang, H.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Binarized neural networks for resource-efficient hashing with minimizing quantization loss

IJCAI International Joint Conference on Artificial Intelligence
2019 | Conference paper
EID:

2-s2.0-85074953192

Part of ISSN: 10450823
Contributors: Zheng, F.; Deng, C.; Huang, H.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Chinese Conference on Computer Vision 2017

Neurocomputing
2019 | Journal article
EID:

2-s2.0-85052241369

Contributors: Miao, Q.; Deng, C.; Xu, M.; Li, Y.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Coupled cyclegan: Unsupervised hashing network for cross-modal retrieval

33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Innovative Applications of Artificial Intelligence Conference, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019
2019 | Conference paper
EID:

2-s2.0-85090801472

Contributors: Li, C.; Deng, C.; Wang, L.; Xie, D.; Liu, X.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Cross domain model compression by structurally weight sharing

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
2019 | Conference paper
EID:

2-s2.0-85078767852

Part of ISSN: 10636919
Contributors: Gao, S.; Deng, C.; Huang, H.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Cross-modal learning with adversarial samples

Advances in Neural Information Processing Systems
2019 | Conference paper
EID:

2-s2.0-85090175815

Part of ISSN: 10495258
Contributors: Li, C.; Deng, C.; Gao, S.; Xie, D.; Liu, W.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Deep asymmetric metric learning via rich relationship mining

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
2019 | Conference paper
EID:

2-s2.0-85078752994

Part of ISSN: 10636919
Contributors: Xu, X.; Yang, Y.; Deng, C.; Zheng, F.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Deep multi-scale discriminative networks for double JPEG compression forensics

ACM Transactions on Intelligent Systems and Technology
2019 | Journal article
EID:

2-s2.0-85062374734

Contributors: Deng, C.; Li, Z.; Gao, X.; Tao, D.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Deep spectral clustering using dual autoencoder network

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
2019 | Conference paper
EID:

2-s2.0-85077755718

Part of ISSN: 10636919
Contributors: Yang, X.; Deng, C.; Zheng, F.; Yan, J.; Liu, W.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

DistillHash: Unsupervised deep hashing by distilling data pairs

Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
2019 | Conference paper
EID:

2-s2.0-85078797084

Part of ISSN: 10636919
Contributors: Yang, E.; Liu, T.; Deng, C.; Liu, W.; Tao, D.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Graph convolutional network hashing for cross-modal retrieval

IJCAI International Joint Conference on Artificial Intelligence
2019 | Conference paper
EID:

2-s2.0-85074942111

Part of ISSN: 10450823
Contributors: Xu, R.; Li, C.; Yan, J.; Deng, C.; Liu, X.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier

Hypergraph induced convolutional manifold networks

IJCAI International Joint Conference on Artificial Intelligence
2019 | Conference paper
EID:

2-s2.0-85074921057

Part of ISSN: 10450823
Contributors: Jin, T.; Cao, L.; Zhang, B.; Sun, X.; Deng, C.; Ji, R.
Source: Self-asserted source
Cheng Deng via Scopus - Elsevier
Items per page:
Page 1 of 3

Peer review (277 reviews for 31 publications/grants)

Review activity for ACM transactions on intelligent systems and technology. (2)
Review activity for ACM transactions on knowledge discovery from data. (8)
Review activity for ACM transactions on multimedia computing, communications and applications. (8)
Review activity for Applied intelligence. (12)
Review activity for Cognitive computation. (1)
Review activity for Data intelligence. (1)
Review activity for Frontiers of Information Technology & Electronic Engineering. (1)
Review activity for IEEE access : (4)
Review activity for IEEE intelligent systems. (2)
Review activity for IEEE journal of biomedical and health informatics. (1)
Review activity for IEEE multimedia. (1)
Review activity for IEEE signal processing letters. (6)
Review activity for IEEE transactions on big data. (4)
Review activity for IEEE transactions on circuits and systems for video technology. (23)
Review activity for IEEE transactions on cognitive and developmental systems. (2)
Review activity for IEEE transactions on cybernetics. (10)
Review activity for IEEE transactions on emerging topics in computational intelligence. (6)
Review activity for IEEE transactions on image processing : (28)
Review activity for IEEE transactions on information forensics and security. (3)
Review activity for IEEE transactions on multimedia. (77)
Review activity for IEEE transactions on neural networks and learning systems. (55)
Review activity for IEEE transactions on pattern analysis and machine intelligence. (4)
Review activity for IEEE/CAA journal of automatica sinica. (4)
Review activity for IET image processing / (2)
Review activity for International journal of computer vision. (1)
Review activity for International journal of machine learning and cybernetics. (4)
Review activity for International journal of remote sensing. (3)
Review activity for Multimedia systems. (1)
Review activity for Neural Processing Letters. (1)
Review activity for Pattern analysis and applications. (1)
Review activity for Remote sensing letters. (1)