I am a PhD candidate in the College of Information and Computer Sciences at Umass-Amherst. I am in the computer vision lab and my advisor is Subhransu Maji.
My research focuses on typical vision tasks under the circumstances of limited training data, including the fields of domain adaptation, few-shot learning, fine-grained classification, semi-supervised learning and self-supervised learning.
Here is my CV.
Preprints
Unsupervised Discovery of Object Landmarks via Contrastive Learning
Zezhou Cheng,
Jong-Chyi Su, Subhransu Maji
arXiv, 6/26/2020
arXiv,
project page,
github
Semi-Supervised Fine-Grained Recognition Challenge at FGVC7
Jong-Chyi Su, Subhransu Maji
arXiv, 3/11/2021
arXiv
Publications
A Realistic Evaluation of Semi-Supervised Learning for Fine-Grained Classification
Jong-Chyi Su, Zezhou Cheng, Subhransu Maji
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (oral), 2021
arXiv
When Does Self-supervision Improve Few-shot Learning?
Jong-Chyi Su, Subhransu Maji, Bharath Hariharan
European Conference on Computer Vision (ECCV), 2020
arXiv,
project page,
github,
slides
Active Adversarial Domain Adaptation
Jong-Chyi Su, Yi-Hsuan Tsai, Kihyuk Sohn, Buyu Liu, Subhransu Maji, Manmohan Chandraker
Winter Conference on Applications of Computer Vision (WACV), 2020
arXiv
A Deeper Look at 3D Shape Classifiers
Jong-Chyi Su, Matheus Gadelha, Rui Wang, Subhransu Maji
Second Workshop on 3D Reconstruction Meets Semantics at ECCV, 2018
arXiv,
project page/dataset,
pdf,
mvcnn code in PyTorch
Reasoning about Fine-grained Attribute Phrases using Reference Games
Jong-Chyi Su*, Chenyun Wu*, Huaizu Jiang, Subhransu Maji
International Conference on Computer Vision (ICCV), 2017
arXiv,
project page,
pdf,
dataset and code in Tensorflow
Adapting Models to Signal Degradation using Distillation
Jong-Chyi Su, Subhransu Maji
British Machine Vision Conference (BMVC), 2017
arXiv,
project page,
pdf,
code in matconvnet
Depth Estimation and Specular Removal for Glossy Surfaces Using Point and Line Consistency with Light-Field Cameras
Michael Tao,
Jong-Chyi Su, Ting-Chun Wang, Jitendra Malik, and Ravi Ramamoorthi
IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), Volume 38 Issue 6, June 2016
pdf,
code/dataset