个人简介
I'm a lecturer in Department of Electronic Engineering, Tsinghua University.
Before joining Tsinghua, I was a postdoc research assistant in Department of Engineering Science, University of Oxford, supervised by Prof. David A. Clifton. 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.
研究领域
My current research is broadly in multimodal learning, computer vision, deep learning, and machine learning.
近期论文
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XU Peng, ZHU Xiatian, and CLIFTON David, "Multimodal Learning with Transformers: A Survey", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023.
CAO Shuhao, XU Peng★, and CLIFTON David, "How to Understand Masked Autoencoders", arXiv:2202.03670, 2022. [paper] (★ corresponding author)
XU Peng★, and ZHU Xiatian, "DeepChange: A Long-Term Person Re-Identification Benchmark with Clothes Change", in ICCV, 2023.
XU Peng★, et al., "Deep Learning for Free-Hand Sketch: A Survey", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022.
XU Peng★, Chaitanya K. Joshi, and Xavier Bresson, “Multi-Graph Transformer for Free-Hand Sketch Recognition”, IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021.
XU Peng, et al., “Sketch-Mate: Deep Hashing for Million-Scale Human Sketch Retrieval”, in CVPR, 2018.