I'm a postdoc research assistant in Department of Engineering Science, University of Oxford.
My current research is broadly in computer vision, deep learning, and machine learning.
Previously, I was a postdoctoral research fellow in School of Computer Science and Engineering, Nanyang Technological University (NTU), supervised by Prof. Xavier Bresson.
In 2019, I received my Ph.D. degree from Pattern Recognition and Intelligent System Laboratory (PRIS) in Beijing University of Posts and Telecommunications (BUPT), supervised by Prof. Jun Guo.
[June, 2022] a preprint paper "Multimodal Learning with Transformers: A Survey" [paper]
[Mar., 2022] We are organizing "The 1st Workshop on Healthcare AI and COVID-19" @ICML 2022. Website: https://healthcare-ai-covid19.github.io/
[Feb., 2022] a preprint paper "How to Understand Masked Autoencoders" [paper]
[Feb., 2022] a preprint paper on unsupervised clothes change person Re-ID
[Dec., 2021] We are organizing "The 2nd Workshop on Sketch-Oriented Deep Learning (SketchDL)" @CVPR 2022.
[Dec., 2020] We are organizing "The 1st Workshop on Sketch-Oriented Deep Learning (SketchDL)" @CVPR 2021.
[Nov., 2020] Our paper "On Learning Semantic Representations for Large-Scale Abstract Sketches" is accepted by IEEE TCSVT. [link]
[August, 2020] Our paper "Fine-Grained Instance-Level Sketch-Based Video Retrieval" is accepted by IEEE TCSVT. [link]
[June, 2020] Our paper "Deep Self-Supervised Representation Learning for Free-Hand Sketch" is accepted by IEEE TCSVT. [link]
[May, 2020] Was invited as an area chair for multi-media track on IEEE TENCON 2020
[March, 2020] Released TorchSketch, the first sketch-oriented open-source deep learning library. [code]
[May 31, 2019] Ranked in 8th place in EPIC-Kitchens Action Recognition Challenges @CVPR2019.
[May 29, 2019] Passed thesis defense with an average score of 92.4/100.
[04/2018] Passed Juniper JNCIA-Junos exam, in London!
[02/2018] One paper has been accepted as poster by CVPR 2018 !
SCSE, Block N4, Nanyang Avenue, Singapore. No.10 Xitucheng Road, Haidian District, Beijing, China.
Email: peng.xu [AT] aliyun.com peng dot xu [aT] eng.ox.ac.uk
peng.xu [AT] ntu.edu.sg peng.xu [AT] bupt.edu.cn
XU Peng★, ZHU Xiatian, and CLIFTON David, "Multimodal Learning with Transformers: A Survey", arXiv:2206.06488, 2022. [paper] (★ corresponding author)
CAO Shuhao, XU Peng★, and CLIFTON David, "How to Understand Masked Autoencoders", arXiv:2202.03670, 2022. [paper]
XU Peng, et al., “Sketch-Mate: Deep Hashing for Million-Scale Human Sketch Retrieval”, in CVPR, 2018. [paper]
Review for TPAMI, TNNLS, TCSVT, TAFFC, CVIU, ICML, NeurIPS, CVPR, ICCV, ECCV, AAAI, ACCV, WACV, ICME, etc.
Junos (JNCIA-Junos) (April 2018)
TCP/IP Protocols Cisco-CCNA (August 2010)
Linux Redhat-RHCE (February 2011)