Ye Zheng

JD.com, Inc
Beijing, 100101, P.R.China

Email: 18813124313[at]163.com

Email: zhengye[at]ict.ac.cn

[Github] [Google Scholar]


Biography

Dr. Ye Zheng is currently a algorithm engineer at JD.com. His research interests include computer vision and artificial intelligence. Specially, his research mainly focuses on 2D/3D object detection, zero-shot learning, unsupervised anomaly detection, etc.

Before that, he obtained his Ph.D degree in Institute of Computing Technology, Chinese Academy of Sciences, in June 2022, supervised by Prof. Li Cui.


Publications

Y Zheng, J Wu, Y Qin, F Zhang, L Cui. Zero‑shot Instance Segmentation. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021. [paper]
Y Zheng, X Huang, L Cui. Visual Language Based Succinct Zero‑Shot Object Detection. Proceedings of the 29th ACM International Conference on Multimedia (ACM MM), 2021. [paper]
Y Zheng, X Wang, R Deng, T Bao, R Zhao, L Wu. Focus Your Distribution: Coarse‑to‑Fine Non‑Contrastive Learning for Anomaly Detection and Localization. IEEE International Conference on Multimedia and Expo (ICME), 2022. [paper]
Y Zheng, R Huang, C Han, X Huang, L Cui. Background Learnable Cascade for Zero‑Shot Object Detection. Proceedings of the Asian Conference on Computer Vision (ACCV), 2020. [paper]
Y Zheng, L Cui. Zero‑shot Object Detection with Transformers. IEEE International Conference on Image Processing (ICIP), 2021. [paper]
Y Zheng, L Cui. Defect Detection on New Samples with Siamese Defect‑Aware Attention Network. Applied Intelligence, 2022. [paper]
J Yu, Y Zheng, X Wang, W Li, Y Wu, R Zhao, L Wu. FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows. Arxiv, 2021. [paper]
Y Zheng, X Wang, Y Qi, W Li, L Wu. Benchmarking Unsupervised Anomaly Detection and Localization. Arxiv, 2022. [paper]
X Jiang, D Li, H Chen, Y Zheng, R Zhao, L Wu. Uni6D: A Unified CNN Framework without Projection Breakdown for 6D Pose Estimation. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022. [paper]
G Jingran, Y Zheng, Z Xichao, C Li, R Fei, Z Ze. Dual External Contextual Attention Network for Pseudomyxoma Peritonei Segmentation in CT Images. IEEE 9th International Conference on Information, Communication and Networks (ICICN), 2021. [paper]
M Sun, Y Zheng, T Bao, J Chen, G Jin, L Wu, R Zhao, X Jiang. Uni6Dv2: Noise Elimination for 6D Pose Estimation. International Conference on Artificial Intelligence and Statistics (AISTATS), 2023. [paper]
J Chen, M Sun, Y Zheng, T Bao, Z He, D Li, G Jin, R Zhao, L Wu, X Jiang, X Jiang. Res6D: Projective Residual Regression for 6D Pose Estimation. Arxiv, 2023. [paper]
T Bao, J Chen, W Li, X Wang, J Fei, L Wu, R Zhao, Y Zheng. MIAD: A Maintenance Inspection Dataset for Unsupervised Anomaly Detection. ICCVW, 2023. [paper]
Y Zheng, B Wang. RAD: A Robust Algae Detection Solution to IEEE UV 2022 “Vision Meets Alage” Object Detection Challenge. International Conference on Universal Village (UV) , 2022. [paper]
Z Wang, Z Yao, J Zhang, Y Zheng, Z Zhang, S Deng, Y Liu, H Liu. Focus on your Geometry: Exploiting the Potential of Multi-Frame Stereo Depth Estimation Pre-training for 3D Object Detection. International Joint Conference on Neural Networks (IJCNN) , 2024. [paper]

Experiences


Academic Service

Reviewer:

  • IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  • IEEE International Conference on Computer Vision (ICCV)
  • European Conference on Computer Vision (ECCV)
  • IEEE Transactions on Image Processing (TIP)
  • IEEE Transactions on Multimedia
  • Transactions on Information Forensics & Security
  • IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS)


Awards

    top 0.1% China National Doctoral Scholarship Beijing, China
    Runner‑up Alibaba Tianchi Digital Human Vision Challenge Cervical Cancer Intelligent Diagnosis Competition Hangzhou, China
    Third place Alibaba Cloud German AI Challenge 2018 AI For Earth Observation Barcelona, EU
    Third place Alibaba Tianchi 2019 Guangdong Industrial Intelligent Manufacturing Innovation Competition Foshan, China
    Geek awards Alibaba Tianchi Chongqing Data Intelligence Competition Chongqing, China
    Geek awards Alibaba Tianchi 2020 Guangdong Industrial Intelligent Manufacturing Innovation Competition Foshan, China
    Champion 2020 iFLYTEK Video Advertising Scene Recognition Challenge Hefei, China
    Champion 2019 “Tianyi” Artificial Intelligence Innovation Application Competition Shanghai, China
    Runner‑up 2019 Digital China Innovation Competition Intelligent inventory Fuzhou, China
    Runner‑up 2019 HackBJ | Artificial intelligence + Maker Marathon competition Beijing, China
    Runner‑up 2019 NavInfo Autonomous Driving Algorithm Competition Shenzhen, China
    Runner‑up 2020 WAIC‑AIWIN Industrial quality inspection competition Shanghai, China
    Runner‑up Rocket Army “Intelligent Rocket Eye” Artificial Intelligence Challenge Beijing, China
    Silver medal Kaggle VinBigData Chest X‑ray Abnormalities Detection Hanoi, Vietnam
    Second prize 2021 National Underwater Acoustic object Detection Competition Zhanjiang, China
    Winner 2019 Huawei Cloud AI Competition Shanghai, China
    Third place 2019 TEDA Huabo Cup Automatic Driving traffic sign recognition in virtual simulation environment Tianjing, China
    Third place 2020 Hualu Cup Jiangsu Illegal Advertisement Detection Jiangsu, China
    Second prize 2022 Binzhou Data Application Innovation and Entrepreneurship Competition Binzhou, China
    Winner 2022 The third Data Application Innovation and Entrepreneurship Competition in Shandong Shandong, China
    Second prize 2022 Digital China Innovation Competition Big Data Track Satellite application Fuzhou, China
    Winner 2022 Digital China Innovation Competition Big Data Track smart agriculture Fuzhou, China
    The 5th 2022 ICME Few‑shot Logo Detection Challenge Hangzhou, China
    Third prize 2022 National Underwater Robot Competition International Underwater perception competition Zhanjiang, China
    Champion 2022 iFLYTEK Few-Shot Anomaly Detection Task Challenge Hefei, China
    Champion 2022 iFLYTEK Color and Uniformity Detection Challenge for LED lights Hefei, China
    Runner‑up 2022 iFLYTEK LED Production Packaging Defect Identification Challenge Hefei, China
    Runner‑up 2022 iFLYTEK Crop Guided Photo Challenge Hefei, China
    Third place 2022 iFLYTEK Pepper Pest and Disease Image Recognition Challenge Hefei, China
    Runner‑up IEEE UV 2022 “Vision Meets Algae” Object Detection Challenge Boston, USA
    Champion CVPR 2023 AliProducts Challenge: Large-scale Cross-Modal Product Retrieval Vancouver, Canada
    First prize ROBOCON China Zhoucheng, China