On identification of sinoatrial node in zebrafish heart based on functional time series from optical mapping. - Gavin Weiguang Ding; Eric Lin; Amanda Ribeiro; Marinko V. Sarunic; Glen F. Tibbits; Mirza Faisal Beg (EMBC, 2013)

Automatic detection of subretinal fluid and sub-retinal pigment epithelium fluid in optical coherence tomography images. - Gavin Weiguang Ding; Mei Young; Serge Bourgault; Sieun Lee; David A. Albiani; Andrew W. Kirker; Farzin Forooghian; Marinko V. Sarunic; Andrew B. Merkur; Mirza Faisal Beg (EMBC, 2013)

Automatic Cycle Averaging for Denoising Approximately Periodic Spatiotemporal Signals. - Gavin Weiguang Ding; Eric Lin; Amanda Ribeiro; Marinko V. Sarunic; Glen F. Tibbits; Mirza Faisal Beg (IEEE Trans. Medical Imaging, 2014)

Multiple instance learning for age-related macular degeneration diagnosis in optical coherence tomography images. - Donghuan Lu; Gavin Weiguang Ding; Andrew B. Merkur; Marinko V. Sarunic; Mirza Faisal Beg (ISBI, 2017)

Retinal Fluid Segmentation and Detection in Optical Coherence Tomography Images using Fully Convolutional Neural Network. - Donghuan Lu; Morgan Heisler; Sieun Lee; Gavin Weiguang Ding; Marinko V. Sarunic; Mirza Faisal Beg (CoRR, 2017)

Multimodal and Multiscale Deep Neural Networks for the Early Diagnosis of Alzheimer's Disease using structural MR and FDG-PET images. - Donghuan Lu; Karteek Popuri; Gavin Weiguang Ding; Rakesh Balachandar; Mirza Faisal Beg (CoRR, 2017)

Improving GAN Training via Binarized Representation Entropy (BRE) Regularization. - Yanshuai Cao; Gavin Weiguang Ding; Kry Yik-Chau Lui; Ruitong Huang (ICLR (Poster), 2018)

Dimensionality Reduction has Quantifiable Imperfections: Two Geometric Bounds. - Kry Yik Chau Lui; Gavin Weiguang Ding; Ruitong Huang; Robert J. McCann (NeurIPS, 2018)

Max-Margin Adversarial (MMA) Training: Direct Input Space Margin Maximization through Adversarial Training. - Gavin Weiguang Ding; Yash Sharma 001; Kry Yik Chau Lui; Ruitong Huang (CoRR, 2018)

Multiscale deep neural network based analysis of FDG-PET images for the early diagnosis of Alzheimer's disease. - Donghuan Lu; Karteek Popuri; Gavin Weiguang Ding; Rakesh Balachandar; Mirza Faisal Beg (Medical Image Anal., 2018)

On the Sensitivity of Adversarial Robustness to Input Data Distributions. - Gavin Weiguang Ding; Kry Yik Chau Lui; Xiaomeng Jin; Luyu Wang; Ruitong Huang (CVPR Workshops, 2019)

On the Effectiveness of Low Frequency Perturbations. - Yash Sharma 001; Gavin Weiguang Ding; Marcus A. Brubaker (IJCAI, 2019)

advertorch v0.1: An Adversarial Robustness Toolbox based on PyTorch. - Gavin Weiguang Ding; Luyu Wang; Xiaomeng Jin (CoRR, 2019)

Cascaded Deep Neural Networks for Retinal Layer Segmentation of Optical Coherence Tomography with Fluid Presence. - Donghuan Lu; Morgan Heisler; Da Ma; Setareh Dabiri; Sieun Lee; Gavin Weiguang Ding; Marinko V. Sarunic; Mirza Faisal Beg (CoRR, 2019)

Deep-learning based multiclass retinal fluid segmentation and detection in optical coherence tomography images using a fully convolutional neural network. - Donghuan Lu; Morgan Heisler; Sieun Lee; Gavin Weiguang Ding; Eduardo Navajas; Marinko V. Sarunic; Mirza Faisal Beg (Medical Image Anal., 2019)

On Minimax Optimality of GANs for Robust Mean Estimation. - Kaiwen Wu; Gavin Weiguang Ding; Ruitong Huang; Yaoliang Yu (AISTATS, 2020)

MMA Training: Direct Input Space Margin Maximization through Adversarial Training. - Gavin Weiguang Ding; Yash Sharma 001; Kry Yik Chau Lui; Ruitong Huang (ICLR, 2020)

Cascade Dual-branch Deep Neural Networks for Retinal Layer and fluid Segmentation of Optical Coherence Tomography Incorporating Relative Positional Map. - Da Ma; Donghuan Lu; Morgan Heisler; Setareh Dabiri; Sieun Lee; Gavin Weiguang Ding; Marinko V. Sarunic; Mirza Faisal Beg (MIDL, 2020)

CDT: Cascading Decision Trees for Explainable Reinforcement Learning. - Zihan Ding; Pablo Hernandez-Leal; Gavin Weiguang Ding; Changjian Li; Ruitong Huang (CoRR, 2020)

LF-UNet - A novel anatomical-aware dual-branch cascaded deep neural network for segmentation of retinal layers and fluid from optical coherence tomography images. - Da Ma; Donghuan Lu; Shuo Chen; Morgan Heisler; Setareh Dabiri; Sieun Lee; Hyunwoo Lee 007; Gavin Weiguang Ding; Marinko V. Sarunic; Mirza Faisal Beg (Comput. Medical Imaging Graph., 2021)