CV

Education

B.S. in GitHub, GitHub University, 2012
M.S. in Jekyll, GitHub University, 2014
Ph.D in Version Control Theory, GitHub University, 2018 (expected)

Work experience

Summer 2015: Research Assistant
- Github University
- Duties included: Tagging issues
- Supervisor: Professor Git
Fall 2015: Research Assistant
- Github University
- Duties included: Merging pull requests
- Supervisor: Professor Hub

Skills

Skill 1
Skill 2
- Sub-skill 2.1
- Sub-skill 2.2
- Sub-skill 2.3
Skill 3

Publications

Unlabeled samples generated by gan improve the person re-identification baseline in vitro

Zhedong Zheng, Liang Zheng, Yi Yang, "Unlabeled samples generated by gan improve the person re-identification baseline in vitro." ICCV, 2017.

A discriminatively learned CNN embedding for person reidentification

Zhedong Zheng, Liang Zheng, Yi Yang, "A discriminatively learned CNN embedding for person reidentification." ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), 2018. DOI: 10.1145/3159171

Camera style adaptation for person re-identification

Zhun Zhong, Liang Zheng, Zhedong Zheng, Shaozi Li, Yi Yang, "Camera style adaptation for person re-identification." CVPR, 2018. DOI: 10.1109/CVPR.2018.00541

Macro-micro adversarial network for human parsing

Yawei Luo, Zhedong Zheng, Liang Zheng, Tao Guan, Junqing Yu, Yi Yang, "Macro-micro adversarial network for human parsing." ECCV, 2018. DOI: 10.1007/978-3-030-01240-3_26

Multi-pseudo regularized label for generated data in person re-identification

Yan Huang, Jingsong Xu, Qiang Wu, Zhedong Zheng, Zhaoxiang Zhang, Jian Zhang, "Multi-pseudo regularized label for generated data in person re-identification." IEEE Transactions on Image Processing (TIP), 2018. DOI: 10.1109/TIP.2018.2874715

Pedestrian alignment network for large-scale person re-identification

Zhedong Zheng, Liang Zheng, Yi Yang, "Pedestrian alignment network for large-scale person re-identification." IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2018. DOI: 10.1109/TCSVT.2018.2873599

Camstyle: A novel data augmentation method for person re-identification

Zhun Zhong, Liang Zheng, Zhedong Zheng, Shaozi Li, Yi Yang, "Camstyle: A novel data augmentation method for person re-identification." IEEE Transactions on Image Processing (TIP), 2019. DOI: 10.1109/TIP.2018.2874313

Improving person re-identification by attribute and identity learning

Yutian Lin, Liang Zheng, Zhedong Zheng, Yu Wu, Zhilan Hu, Chenggang Yan, Yi Yang, "Improving person re-identification by attribute and identity learning." Pattern Recognition, 2019. DOI: 10.1016/j.patcog.2019.06.006

Joint discriminative and generative learning for person re-identification

Zhedong Zheng, Xiaodong Yang, Zhiding Yu, Liang Zheng, Yi Yang, Jan Kautz, "Joint discriminative and generative learning for person re-identification." CVPR, 2019.

Bayesian query expansion for multi-camera person re-identification

Yutian Lin, Zhedong Zheng, Hong Zhang, Chenqiang Gao, Yi Yang, "Bayesian query expansion for multi-camera person re-identification." Pattern Recognition Letters, 2020. DOI: 10.1016/j.patrec.2018.06.009

Dual-path convolutional image-text embeddings with instance loss

Zhedong Zheng, Liang Zheng, Michael Garrett, Yi Yang, Mingliang Xu, Yi-Dong Shen, "Dual-path convolutional image-text embeddings with instance loss." ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM), 2020. DOI: 10.1145/3383184

Going beyond real data: A robust visual representation for vehicle re-identification

Zhedong Zheng, Minyue Jiang, Zhigang Wang, Jian Wang, Zechen Bai, Xuanmeng Zhang, Xin Yu, Xiao Tan, Yi Yang, Shilei Wen, Errui Ding, "Going beyond real data: A robust visual representation for vehicle re-identification." CVPR Workshops of AI City Challenge on City-Scale Multi-Camera Vehicle Re-Identification (the 1st Place of Track 2), 2020.

Real-World Automatic Makeup via Identity Preservation Makeup Net

Zhikun Huang, Zhedong Zheng, Chenggang Yan, Hongtao Xie, Yaoqi Sun, Jianzhong Wang, Jiyong Zhang, "Real-World Automatic Makeup via Identity Preservation Makeup Net." IJCAI, 2020. DOI: 10.5555/3491440.3491531

Thorax disease classification with attention guided convolutional neural network

Qingji Guan, Yaping Huang, Zhun Zhong, Zhedong Zheng, Liang Zheng, Yi Yang, "Thorax disease classification with attention guided convolutional neural network." Pattern Recognition Letters, 2020. DOI: 10.1016/j.patrec.2019.11.040

Understanding Image Retrieval Re-Ranking: A Graph Neural Network Perspective

Xuanmeng Zhang, Minyue Jiang, Zhedong Zheng, Xiao Tan, Errui Ding, Yi Yang, "Understanding Image Retrieval Re-Ranking: A Graph Neural Network Perspective." arXiv:2012.07620, 2020.

University-1652: A Multi-view Multi-source Benchmark for Drone-based Geo-localization

Zhedong Zheng, Yunchao Wei, Yi Yang, "University-1652: A Multi-view Multi-source Benchmark for Drone-based Geo-localization." ACM MM, 2020. DOI: 10.1145/3394171.3413896

Unsupervised Eyeglasses Removal in the Wild

Bingwen Hu, Zhedong Zheng, Ping Liu, Wankou Yang, Mingwu Ren, "Unsupervised Eyeglasses Removal in the Wild." IEEE Transactions on Cybernetics, 2020. DOI: 10.1109/tcyb.2020.2995496

Unsupervised scene adaptation with memory regularization in vivo

Zhedong Zheng, Yi Yang, "Unsupervised scene adaptation with memory regularization in vivo." IJCAI, 2020. DOI: 10.5555/3491440.3491590

VehicleNet: Learning Robust Visual Representation for Vehicle Re-identification

Zhedong Zheng, Tao Ruan, Yunchao Wei, Yi Yang, Tao Mei, "VehicleNet: Learning Robust Visual Representation for Vehicle Re-identification." IEEE Transaction on Multimedia (TMM), 2020. DOI: 10.1109/TMM.2020.3014488

Connecting Language and Vision for Natural Language-Based Vehicle Retrieval

Shuai Bai, Zhedong Zheng, Xiaohan Wang, Junyang Lin, Zhu Zhang, Chang Zhou, Hongxia Yang, Yi Yang, "Connecting Language and Vision for Natural Language-Based Vehicle Retrieval." CVPR Workshop of AI City Challenge on Natural Language-Based Vehicle Retrieval (the 1st Place of Track 5), 2021.

Decoupled and Memory-Reinforced Networks: Towards Effective Feature Learning for One-Step Person Search

Chuchu Han, Zhedong Zheng, Changxin Gao, Nong Sang, Yi Yang, "Decoupled and Memory-Reinforced Networks: Towards Effective Feature Learning for One-Step Person Search." AAAI, 2021.

Each part matters: Local patterns facilitate cross-view geo-localization

Tingyu Wang, Zhedong Zheng, Chenggang Yan, Jiyong Zhang, Yaoqi Sun, Bolun Zheng, Yi Yang, "Each part matters: Local patterns facilitate cross-view geo-localization." IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021.

Less is More: Sparse Sampling for Dense Reaction Predictions

Kezhou Lin, Xiaohan Wang, Zhedong Zheng, Linchao Zhu, Yi Yang, "Less is More: Sparse Sampling for Dense Reaction Predictions." CVPR Workshop of Affective Understanding in Video on Evoked Expressions from Videos (EEV) Challenge (the 2nd Place), 2021.

Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation

Zhedong Zheng, Yi Yang, "Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation." International Journal of Computer Vision (IJCV), 2021. DOI: 10.1007/s11263-020-01395-y

Robust Vehicle Re-identification via Rigid Structure Prior

Minyue Jiang*, Xuanmeng Zhang*, Yue Yu, Zechen Bai, Zhedong Zheng, Zhigang Wang, Jian Wang, Xiao Tan, Hao Sun, Errui Ding, Yi Yang, "Robust Vehicle Re-identification via Rigid Structure Prior." CVPR Workshop of AI City Challenge on City-Scale Multi-Camera Vehicle Re-Identification (the 2nd Place of Track 2), 2021.

3D Magic Mirror: Clothing Reconstruction from a Single Image via a Causal Perspective

Zhedong Zheng, Jiayin Zhu, Wei Ji, Yi Yang, Tat-Seng Chua, "3D Magic Mirror: Clothing Reconstruction from a Single Image via a Causal Perspective." arXiv:2204.13096, 2022.

Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation

Zhedong Zheng, Yi Yang, "Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation." IEEE Transactions on Image Processing, 2022. DOI: 10.1109/TIP.2022.3195642

Align and tell: Boosting text-video retrieval with local alignment and fine-grained supervision

Xiaohan Wang, Linchao Zhu, Zhedong Zheng, Mingliang Xu, Yi Yang, "Align and tell: Boosting text-video retrieval with local alignment and fine-grained supervision." IEEE Transactions on Multimedia, 2022. DOI: 10.1109/TMM.2022.3204444

DMRNet++: Learning Discriminative Features with Decoupled Networks and Enriched Pairs for One-Step Person Search

Chuchu Han, Zhedong Zheng, Kai Su, Dongdong Yu, Zehuan Yuan, Changxin Gao, Nong Sang, Yi Yang, "DMRNet++: Learning Discriminative Features with Decoupled Networks and Enriched Pairs for One-Step Person Search." IEEE Transactions on Pattern Analysis & Machine Intelligence, 2022.

Joint Representation Learning and Keypoint Detection for Cross-view Geo-localization

Jinliang Lin, Zhedong Zheng, Zhun Zhong, Zhiming Luo, Shaozi Li, Yi Yang, Sebe Nicu, "Joint Representation Learning and Keypoint Detection for Cross-view Geo-localization." IEEE Transactions on Image Processing, 2022. DOI: 10.1109/TIP.2022.3175601

Multi-View Consistent Generative Adversarial Networks for 3D-aware Image Synthesis

Xuanmeng Zhang, Zhedong Zheng, Daiheng Gao, Bang Zhang, Pan Pan, Yi Yang, "Multi-View Consistent Generative Adversarial Networks for 3D-aware Image Synthesis." CVPR, 2022.

Parameter-Efficient Person Re-identification in the 3D Space

Zhedong Zheng, Xiaohan Wang, Nenggan Zheng, Yi Yang, "Parameter-Efficient Person Re-identification in the 3D Space." IEEE Transactions on Neural Networks and Learning Systems, 2022. DOI: 10.1109/TNNLS.2022.3214834

SPG-VTON: Semantic Prediction Guidance for Multi-pose Virtual Try-on

Bingwen Hu, Ping Liu, Zhedong Zheng, Mingwu Ren, "SPG-VTON: Semantic Prediction Guidance for Multi-pose Virtual Try-on." IEEE Transactions on Multimedia, 2022. DOI: 10.1109/TMM.2022.3143712

Self-supervised Point Cloud Representation Learning via Separating Mixed Shapes

Chao Sun, Zhedong Zheng, Xiaohan Wang, Mingliang Xu, Yi Yang, "Self-supervised Point Cloud Representation Learning via Separating Mixed Shapes." IEEE Transactions on Multimedia, 2022. DOI: 10.1109/TMM.2022.3206664

Soft Person Re-identification Network Pruning via Block-wise Adjacent Filter Decaying

Xiaodong Wang, Zhedong Zheng, Yang He, Fei Yan, Zhiqiang Zeng, Yi Yang, "Soft Person Re-identification Network Pruning via Block-wise Adjacent Filter Decaying." IEEE Transactions on Cybernetics, 2022. DOI: 10.1109/TCYB.2021.3130047

Subband-based Generative Adversarial Network for Non-parallel Many-to-many Voice Conversion

Jian Ma, Zhedong Zheng, Hao Fei, Feng Zheng, Tat-Seng Chua, Yi Yang, "Subband-based Generative Adversarial Network for Non-parallel Many-to-many Voice Conversion." arXiv:2207.06057, 2022.

U-turn: Crafting Adversarial Queries with Opposite-direction Features

Zhedong Zheng, Liang Zheng, Yi Yang, Fei Wu, "U-turn: Crafting Adversarial Queries with Opposite-direction Features." International Journal of Computer Vision (IJCV), 2022.

Are Binary Annotations Sufficient? Video Moment Retrieval via Hierarchical Uncertainty-based Active Learning

Wei Ji, Renjie Liang, Zhedong Zheng, Wenqiao Zhang, Shengyu Zhang, Juncheng Li, Mengze Li, Tat-Seng Chua, "Are Binary Annotations Sufficient? Video Moment Retrieval via Hierarchical Uncertainty-based Active Learning." CVPR, 2023.

Context-aware Pretraining for Efficient Blind Image Decomposition

Chao Wang, Zhedong Zheng, Ruijie Quan, Yifan Sun, Yi Yang, "Context-aware Pretraining for Efficient Blind Image Decomposition." CVPR, 2023.

Learnable Pillar-based Re-ranking for Image-Text Retrieval

Leigang Qu, Meng Liu, Wenjie Wang, Zhedong Zheng, Liqiang Nie, Tat-Seng Chua, "Learnable Pillar-based Re-ranking for Image-Text Retrieval." SIGIR, 2023.

Multi-View Consistent Generative Adversarial Networks for Compositional 3D-aware Image Synthesis

Xuanmeng Zhang, Zhedong Zheng, Daiheng Gao, Bang Zhang, Yi Yang, Tat-Seng Chua, "Multi-View Consistent Generative Adversarial Networks for Compositional 3D-aware Image Synthesis." IJCV, 2023.

PiPa: Pixel-and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation

Mu Chen, Zhedong Zheng, Yi Yang, Tat-Seng Chua, "PiPa: Pixel-and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation." ACM MM, 2023.

Progressive Text-to-3D Generation for Automatic 3D Prototyping

Han Yi, Zhedong Zheng, Xiangyu Xu, Tat-Seng Chua, "Progressive Text-to-3D Generation for Automatic 3D Prototyping." arXiv:2309.14600, 2023.

Progressive local filter pruning for image retrieval acceleration

Xiaodong Wang, Zhedong Zheng, Yang He, Fei Yan, Zhiqiang Zeng, Yi Yang, "Progressive local filter pruning for image retrieval acceleration." IEEE Transactions on Multimedia, 2023.

Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark

Shuyu Yang, Yinan Zhou, Zhedong Zheng, Yaxiong Wang, Yujiao Wu, Li Zhu, "Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search Benchmark." ACM MM, 2023. DOI: 10.1145/3581783.3611709

Active discovering new slots for task-oriented conversation

Yuxia Wu, Tianhao Dai, Zhedong Zheng, Lizi Liao, "Active discovering new slots for task-oriented conversation." IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2024. DOI: 10.1109/TASLP.2024.3374060

Approaching Outside: Scaling Unsupervised 3D Object Detection from 2D Scene

Ruiyang Zhang, Hu Zhang, Hang Yu, Zhedong Zheng, "Approaching Outside: Scaling Unsupervised 3D Object Detection from 2D Scene." Proceedings of the European conference on computer vision (ECCV), 2024.

Collaborative group: Composed image retrieval via consensus learning from noisy annotations

Xu Zhang, Zhedong Zheng, Linchao Zhu, Yi Yang, "Collaborative group: Composed image retrieval via consensus learning from noisy annotations." Knowledge-based Systems, 2024. DOI: 10.1016/j.knosys.2024.112135

Composed Image Retrieval with Text Feedback via Multi-grained Uncertainty Regularization

Yiyang Chen, Zhedong Zheng, Wei Ji, Leigang Qu, Tat-Seng Chua, "Composed Image Retrieval with Text Feedback via Multi-grained Uncertainty Regularization." International Conference on Learning Representations (ICLR), 2024.

Depth-aware blind image decomposition for real-world adverse weather recovery

Chao Wang, Zhedong Zheng, Ruijie Quan, Yi Yang, "Depth-aware blind image decomposition for real-world adverse weather recovery." Proceedings of the European conference on computer vision (ECCV), 2024.

Harnessing Uncertainty-aware Bounding Boxes for Unsupervised 3D Object Detection

Ruiyang Zhang, Hu Zhang, Hang Yu, Zhedong Zheng, "Harnessing Uncertainty-aware Bounding Boxes for Unsupervised 3D Object Detection." arXiv preprint arXiv:2408.00619, 2024.

High Fidelity Makeup via 2D and 3D Identity Preservation Net

Jinliang Liu, Zhedong Zheng, Zongxin Yang, Yi Yang, "High Fidelity Makeup via 2D and 3D Identity Preservation Net." ACM TOMM, 2024. DOI: 10.1145/3656475

Instilling Multi-round Thinking to Text-guided Image Generation

Lidong Zeng, Zhedong Zheng, Yinwei Wei, Tat-seng Chua, "Instilling Multi-round Thinking to Text-guided Image Generation." arXiv:2401.08472, 2024.

Jointly Harnessing Prior Structures and Temporal Consistency for Sign Language Video Generation

Yucheng Suo, Zhedong Zheng, Xiaohan Wang, Bang Zhang, Yi Yang, "Jointly Harnessing Prior Structures and Temporal Consistency for Sign Language Video Generation." ACM TOMM, 2024. DOI: 10.1145/3648368

Learning cross-view geo-localization embeddings via dynamic weighted decorrelation regularization

Tingyu Wang, Zhedong Zheng, Zunjie Zhu, Yuhan Gao, Yi Yang, Chenggang Yan, "Learning cross-view geo-localization embeddings via dynamic weighted decorrelation regularization." IEEE Transactions on Geoscience and Remote Sensing, 2024. DOI: 10.1109/TGRS.2024.3491757

Zhedong Zheng

CV

Education

Work experience

Skills

Publications

Talks

Teaching

Service and leadership