Jiahao Xie's Homepage

Jiahao Xie

I am currently a postdoctoral researcher at Max Planck Institute for Informatics (MPI-INF), working with Prof. Bernt Schiele. I obtained my Ph.D. degree from MMLab@NTU, Nanyang Technological University, supervised by Prof. Chen Change Loy and Prof. Yew Soon Ong. I also worked closely with Prof. Ziwei Liu. Before that, I received my B.Eng. degree from Northwestern Polytechnical University.

My research interests include computer vision and machine learning. Particularly, I am interested in reducing the need for human supervision in visual learning.

I am a core developer and maintainer of MMSelfSup, a popular OpenMMLab self-supervised learning toolbox and benchmark.

Email / Google Scholar / GitHub / Twitter

News

[09/2023] The paper of MosaicFusion is released on arXiv.

[05/2023] Outstanding reviewer for CVPR 2023.

[02/2023] One paper (CIM) accepted to CVPR 2023.

[01/2023] One paper (MFM) accepted to ICLR 2023.

[09/2022] One paper (InterCLR) accepted to IJCV 2022.

[03/2022] One paper (UniVIP) accepted to CVPR 2022.

[12/2021] We released OpenMMLab self-supervised learning toolbox and benchmark MMSelfSup.

[09/2021] One paper (ORL) accepted to NeurIPS 2021.

[05/2021] Outstanding reviewer for CVPR 2021.

[06/2020] We released self-supervised learning toolbox and benchmark codebase OpenSelfSup.

[03/2020] One paper (ODC) accepted to CVPR 2020.

[11/2019] Our MMLab-SelfSup team won the 1st places of all four tracks in Facebook AI Self-Supervision Challenge.

Publications

	MosaicFusion: Diffusion Models as Data Augmenters for Large Vocabulary Instance Segmentation Jiahao Xie, Wei Li, Xiangtai Li, Ziwei Liu, Yew Soon Ong, Chen Change Loy arXiv, 2023 Paper / Code
	Correlational Image Modeling for Self-Supervised Visual Pre-Training Wei Li, Jiahao Xie, Chen Change Loy CVPR, 2023 Paper / Code
	Masked Frequency Modeling for Self-Supervised Visual Pre-Training Jiahao Xie, Wei Li, Xiaohang Zhan, Ziwei Liu, Yew Soon Ong, Chen Change Loy ICLR, 2023 Paper / Project Page / Code
	Delving into Inter-Image Invariance for Unsupervised Visual Representations Jiahao Xie, Xiaohang Zhan, Ziwei Liu, Yew Soon Ong, Chen Change Loy IJCV, 2022 Paper / Code
	UniVIP: A Unified Framework for Self-Supervised Visual Pre-training Zhaowen Li, Yousong Zhu, Fan Yang, Wei Li, Chaoyang Zhao, Yingying Chen, Zhiyang Chen, Jiahao Xie, Liwei Wu, Rui Zhao, Ming Tang, Jinqiao Wang CVPR, 2022 Paper
	Unsupervised Object-Level Representation Learning from Scene Images Jiahao Xie, Xiaohang Zhan, Ziwei Liu, Yew Soon Ong, Chen Change Loy NeurIPS, 2021 Paper / Project Page / Code
	Online Deep Clustering for Unsupervised Representation Learning Jiahao Xie, Xiaohang Zhan, Ziwei Liu, Yew Soon Ong, Chen Change Loy (=equal contribution) CVPR*, 2020 Paper / Code

Professional Activities

Conference Reviewer: ICML 2024, ICLR 2024, NeurIPS 2022-2023, ICCV 2021-2023, CVPR 2021-2024, AAAI 2021
Journal Reviewer: International Journal of Computer Vision (IJCV)

Selected Awards

CVPR Outstanding Reviewer, 2023
CVPR Outstanding Reviewer, 2021
Champions of all four tracks in Facebook AI Self-Supervision Challenge, 2019

Modified from Jon Barron