SVCL - Jiacheng Cheng

Bio

I am currently a PhD student at UC San Diego, under the supervision of Prof. Nuno Vasconcelos. I received the B.E. degree (with honors) in Electronic Engineering & Information Science (EEIS) from University of Science and Technology of China (USTC), in 2018. My current research interest is in machine learning and its application in computer vision.

Publications

Learning a Dynamic Privacy-preserving Camera Robust to Inversion Attacks
Jiacheng Cheng, Xiang Dai, Jia Wan, Nick Antipa, and Nuno Vasconcelos
European Conference on Computer Vision (ECCV)
Milano, Italy, 2024
[ Paper | Supplemental | BibTeX | Code ]

Towards Calibrated Multi-label Deep Neural Networks
Jiacheng Cheng and Nuno Vasconcelos
Conference on Computer Vision and Pattern Recognition (CVPR)
Seattle, United States, 2024
[ Paper | Supplemental | BibTeX | Code ]

Deep Learning Estimation of 10-2 Visual Field Map Based on Macular Optical Coherence Tomography Angiography Measurements
Golnoush Mahmoudinezhad*, Sasan Moghimi*, Jiacheng Cheng, Liyang Ru, Dongchen Yang, Kushagra Agrawal, Rajeev Dixit, Siavash Beheshtaein, Kelvin H. Du, Kareem Latif, Gopikasree Gunasegaran, Eleonora Micheletti, Takashi Nishida, Alireza Kamalipour, Evan Walker, Mark Christopher, Linda Zangwill, Nuno Vasconcelos, Robert N. Weinreb
American Journal of Ophthalmology
2023
[ PDF | doi:10.1016/j.ajo.2023.09.014 ]

Calibrating Deep Neural Networks by Pairwise Constraints
Jiacheng CHeng, Nuno Vasconcelos
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
New Orleans, Louisiana, United States, 2022
[ PDF | Supplemental | BibTex | Code ]

Learning Deep Classifiers Consistent with Fine-Grained Novelty Detection
Jiacheng Cheng, Nuno Vasconcelos
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Online, 2021
[ PDF | Supplemental | BibTex | Code ]

Learning with Bounded Instance- and Label-dependent Label Noise
Jiacheng Cheng, Tongliang Liu, Kotagiri Ramamohanarao, Dacheng Tao
International Conference on Machine Learning (ICML)
Online, 2020
[ Paper | Supplement | Code ]

Education

University of California, San Diego
Ph.D. in Electrical and Computer Engineering

2018–Present
La Jolla, CA

University of Science and Technology of China
B.Eng. (Hon.) in Electronic Engineering & Information Science

2014–2018
Hefei, China

Professional Experience

Awards and Honors

Electrical and Computer Engineering Department Fellowship
by University of California, San Diego

2018

Guo Moruo Scholarship
by University of Science and Technology of China

2017

China National Scholarship
by Ministry of Education, China

2016

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University of California, San Diego Graduate Student Researcher	2019–Present La Jolla, CA
The University of Sydney Visiting Student	2017 Sydney, Australia