Xuelian Cheng

Dr. Xuelian Cheng

ADJUNCT LECTURER,
Department of Data Science & AI,
Faculty of Information Technology,
Monash University

Office: 8th Floor, Building 2, No 1 Chuangyuan Road, SIP, Suzhou, Jiangsu Province, China
中国江苏省苏州市工业园区华云路1号科创园2号楼8层
Email: xuelian.cheng1@monash.edu

Linkedin / Google Scholar / Github

About me

I am currently a Research Fellow at Monash Suzhou and an Adjunct Lecturer (Assistant Professor) at Monash University Australia. Prior to this role, I completed my PhD at Monash University under the guidance of A/Prof. Zongyuan Ge , A/Prof. Mehrtash Harandi , and Prof. Tom Drummond .

My research interests include visual geometry and low-level vision tasks, i.e., Depth Estimation, Stereo Matching, 3D Reconstruction; AutoML, i.e., Neural Architecture Search (NAS); Video Interpretation, XR for Medical Education, and Robotic Surgery.

[2024 Hold] Accepting prospective PhD students. If you're interested in working with me, please send an email including your CV and transcripts. .

Teaching

Interested in becoming a paid tutor? Please reach out to me!

FIT5216 Modelling discrete optimization problems, S1, Monash University (Suzhou), 2024↝

FIT5037 Network security, T3, Monash University (Suzhou), 2024↝

FIT5222 Planning and automated reasoning, T3, Monash University (Suzhou), 2024↝

News

One paper is accepted to MICCAI 2023 (oral, top 3%).

Back to Monash University, after a 6-month intern at Tencent XR Lab (Canberra).

One paper is accepted by MICCAI 2022.

One paper is accepted by CVPR 2022!

Check my talk on TechBeat, regarding a review of stereo matching (Chinese).

Our LEAStereo achieves Umero Uno in KITTI challenge. Find PR here: [English] [Chinese].

Selected Publications

EndoSurf: Neural Surface Reconstruction of Deformable Tissues with Stereo Endoscope Videos

Ruyi Zha*, Xuelian Cheng*, Hongdong Li, Mehrtash Harandi, Zongyuan Ge

MICCAI 2023 (Oral, Student Travel Award, Top 3%)

[Paper] [Code]

Deep laparoscopic stereo matching with transformers

Xuelian Cheng, Yiran Zhong, Mehrtash Harandi, Tom Drummond, Zhiyong Wang, Zongyuan Ge

MICCAI 2022

[Paper] [Code]

	Implicit Motion Handling for Video Camouflaged Object Detection Xuelian Cheng, Huan Xiong, Deng-Ping Fan, Yiran Zhong, Mehrtash Harandi, Tom Drummond, Zongyuan Ge CVPR 2022 [Paper] [Code] [Dataset]
	Learning Network Architecture for Open-Set Recognition Xuelin Zhang, Xuelian Cheng, Donghao Zhang, Paul Bonnington, Zongyuan Ge AAAI 2022 [Paper]
	Hierarchical Neural Architecture Search for Deep Stereo Matching Xuelian Cheng, Yiran Zhong, Mehrtash Harandi, Yuchao Dai, Xiaojun Chang, Hongdong Li, Tom Drummond, Zongyuan Ge NeurIPS 2020 [Paper] [Code] [Talk]
	Noise-Aware Unsupervised Deep Lidar-Stereo Fusion Xuelian Cheng, Yiran Zhong, Yuchao Dai, Pan Ji, Hongdong Li CVPR 2019 [Paper] [Code] [Demo]

Professional activities

Conference Reviewer for NeurIPS, CVPR, ICCV, ECCV, MICCAI and IEEE RA-L.

Interests

Besides the research study, I love to spend time in swimming pool. I am also a beginner of skateboarding and badminton. Except for outdoor activities, I do also love watching animation, i.e. 魁拔(Kuiba) and Rick and Morty. I really recommend one Chinese animation, Kuiba. Both the series of animated films and books are fantastic!

Website template from Jon Barron