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

[08/2024] One paper (MosaicFusion) accepted to IJCV 2024.

[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 IJCV, 2024 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: NeurIPS 2022-24, ICLR 2024, ICML 2024, CVPR 2021-24, ICCV 2021-23, ECCV 2024, AAAI 2021
Journal Reviewer: IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 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