Junkang Zhang

Publications

2023

Ultra-wide field and new wide field composite retinal image registration with AI-enabled pipeline and 3D distortion correction algorithm
Fritz Gerald P. Kalaw, Melina Cavichini, Junkang Zhang, Bo Wen, Andrew C. Lin, Anna Heinke, Truong Nguyen, Cheolhong An, Dirk-Uwe G. Bartsch, Lingyun Cheng, William R. Freeman
Eye, 2023
[DOI][PDF]
Accuracy and Time Comparison Between Side-by-Side and Artificial Intelligence Overlayed Images
Melina Cavichini, Dirk-Uwe G Bartsch, Alexandra Warter, Sumit Singh, Cheolhong An, Yiqian Wang, Junkang Zhang, Truong Nguyen, William R Freeman
Ophthalmic Surgery, Lasers and Imaging Retina, 2023
[DOI]
Accurate Registration between Ultra-Wide-Field and Narrow Angle Retina Images with 3D Eyeball Shape Optimization
Junkang Zhang, Bo Wen, Fritz Gerald P. Kalaw, Melina Cavichini, Dirk-Uwe G. Bartsch, William R. Freeman, Truong Q. Nguyen, Cheolhong An
2023 IEEE International Conference on Image Processing (ICIP), 2023
[DOI]

2022

Self-Supervised Rigid Registration for Multimodal Retinal Images
Cheolhong An, Yiqian Wang, Junkang Zhang, Truong Q. Nguyen
IEEE Transactions on Image Processing, 2022
[DOI]
Two-Step Registration on Multi-Modal Retinal Images via Deep Neural Networks
Junkang Zhang, Yiqian Wang, Ji Dai, Melina Cavichini, Dirk-Uwe G. Bartsch, William R. Freeman, Truong Q. Nguyen, Cheolhong An
IEEE Transactions on Image Processing, 2022
[DOI]

2021

Robust Content-Adaptive Global Registration for Multimodal Retinal Images Using Weakly Supervised Deep-Learning Framework
Yiqian Wang, Junkang Zhang, Melina Cavichini, Dirk-Uwe G. Bartsch, William R. Freeman, Truong Q. Nguyen, Cheolhong An
IEEE Transactions on Image Processing, 2021
[DOI][PDF]
Perspective Distortion Correction for Multi-Modal Registration between Ultra-Widefield and Narrow-Angle Retinal Images
Junkang Zhang, Yiqian Wang, Dirk-Uwe G. Bartsch, William R. Freeman, Truong Q. Nguyen, Cheolhong An
2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2021
[DOI][PDF]
A Convolutional Neural Network Pipeline For Multi-Temporal Retinal Image Registration
Chi-Jui Ho, Yiqian Wang, Junkang Zhang, Truong Nguyen, Cheolhong An
2021 18th International SoC Design Conference (ISOCC), 2021
[DOI][PDF]
Foveal Avascular Zone Segmentation of Octa Images Using Deep Learning Approach with Unsupervised Vessel Segmentation
Zhijin Liang, Junkang Zhang, Cheolhong An
ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021
[DOI][PDF]

2020

Study on Correlation Between Subjective and Objective Metrics for Multimodal Retinal Image Registration
Yiqian Wang, Junkang Zhang, Melina Cavichini, Dirk-Uwe G. Bartsch, William R. Freeman, Truong Q. Nguyen, Cheolhong An
IEEE Access, 2020
[DOI][PDF]
Boosting Feature Matching Accuracy With Pairwise Affine Estimation
Ji Dai, Shiwei Jin, Junkang Zhang, Truong Q. Nguyen
IEEE Transactions on Image Processing, 2020
[DOI]
Artificial Intelligence for Automated Overlay of Fundus Camera and Scanning Laser Ophthalmoscope Images
Melina Cavichini, Cheolhong An, Dirk-Uwe G. Bartsch, Mahima Jhingan, Manuel J. Amador-Patarroyo, Christopher P. Long, Junkang Zhang, Yiqian Wang, Alison X. Chan, Samantha Madala, Truong Nguyen, William R. Freeman
Translational Vision Science & Technology, 2020
[DOI][PDF]
Fovea localization neural network for multimodal retinal imaging
Cheolhong An, Yiqian Wang, Junkang Zhang, Dirk-Uwe G. Bartsch, William R. Freeman
Applications of Machine Learning 2020, 2020
[DOI]
A Segmentation Based Robust Deep Learning Framework for Multimodal Retinal Image Registration
Yiqian Wang, Junkang Zhang, Cheolhong An, Melina Cavichini, Mahima Jhingan, Manuel J. Amador-Patarroyo, Christopher P. Long, Dirk-Uwe G. Bartsch, William R. Freeman, Truong Q. Nguyen
ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020
[DOI][PDF]

2019

Joint Vessel Segmentation and Deformable Registration on Multi-Modal Retinal Images Based on Style Transfer
Junkang Zhang, Cheolhong An, Ji Dai, Manuel Amador, Dirk-Uwe Bartsch, Shyamanga Borooah, William R. Freeman, Truong Q. Nguyen
2019 IEEE International Conference on Image Processing (ICIP), 2019
[DOI][PDF][Supplementary][Code]
Explicit Learning of Feature Orientation Estimation
Ji Dai, Junkang Zhang, Truong Nguyen
2019 IEEE International Conference on Image Processing (ICIP), 2019
[DOI][PDF]

2018

DEEP JOINT DEMOSAICING AND SUPER RESOLUTION ON HIGH RESOLUTION BAYER SENSOR DATA
Junkang Zhang, Cheolhong An, Truong Nguyen
2018 IEEE Global Conference on Signal and Information Processing (GlobalSIP), 2018
[DOI][Data]

2017

Collaborative filtering motivated automatic photo tagging
Yuan Zhou, Siyu Xia, Junkang Zhang, Dandi Chen
2017 36th Chinese Control Conference (CCC), 2017
[DOI]
Family Photo Recognition via Multiple Instance Learning
Junkang Zhang, Siyu Xia, Ming Shao, Yun Fu
Proceedings of the 2017 ACM on International Conference on Multimedia Retrieval, 2017
[DOI]

2016

Robust road detection in shadow conditions
Kaiyue Lu, Siyu Xia, Junkang Zhang, A. Kai Qin
Journal of Electronic Imaging, 2016
[DOI]
Robust road detection from a single image
Junkang Zhang, Siyu Xia, Kaiyue Lu, Hong Pan, A. K. Qin
2016 23rd International Conference on Pattern Recognition (ICPR), 2016
[DOI][PDF][Code]
A genetics-motivated unsupervised model for tri-subject kinship verification
Junkang Zhang, Siyu Xia, Hong Pan, A. K. Qin
2016 IEEE International Conference on Image Processing (ICIP), 2016
[DOI]

2015

Road detection via unsupervised feature learning
Siyu Xia, Junkang Zhang, Kaiyue Lu, A. K. Qin
2015 International Conference on Image and Vision Computing New Zealand (IVCNZ), 2015
[DOI]