Publications
New open-source software for subcellular segmentation and analysis of spatiotemporal fluorescence signals using deep learning
Sharif Amit Kamran, Khondker Fariha Hossain, Hussein Moghnieh, Sarah Riar, Allison Bartlett, Alireza Tavakkoli, Kenton M. Sanders, Salah A. Baker. Journal Article. iScience.
Neuro-ophthalmic Imaging and Visual Assessment Technology for Spaceflight Associated Neuro-ocular Syndrome (SANS)
Joshua Ong, Gary Strangman, Alireza Tavakkoli, Nasif Zaman, Sharif Amit Kamran, Quan Zhang, Vladimir Ivkovic, Andrew G. Lee. Journal Article. Survey of Ophthalmology.
A Non-Invasive Approach to Monitor Anemia During Long-Duration Spaceflight with Retinal Fundus Images and Deep Learning
Ethan Waisberg, Joshua Ong, Nasif Zaman, Sharif Amit Kamran, Andrew G. Lee, Alireza Tavakkoli. Journal Article. Life Sciences in Space Research.
ECG-Adv-GAN: Detecting ECG Adversarial Examples with Conditional Generative Adversarial Networks
Khondker Fariha Hossain, Sharif Amit Kamran, Alireza Tavakkoli, Lei Pan, Daniel Ma, Sutharshan Rajasegarar, Chandan Karmaker. 20th IEEE International Conference On Machine Learning And Applications. ICMLA 2021.
VTGAN: Semi-supervised Retinal Image Synthesis and Disease Prediction using Vision Transformers
Sharif Amit Kamran, Khondker Fariha Hossain, Alireza Tavakkoli, Stewart Lee Zuckerbrod, Salah A Baker. 2021 IEEE/CVF International Conference on Computer Vision Workshop. ICCV 2021.
RV-GAN: Retinal Vessel Segmentation from Fundus Images using Multi-scale Generative Adversarial Networks
Sharif Amit Kamran, Khondker Fariha Hossain, Alireza Tavakkoli, Stewart Lee Zuckerbrod, Kenton M Sanders, Salah A Baker. 24th International Conference on Medical Image Computing and Computer Assisted Intervention. MICCAI 2021.
A Novel Deep Learning Conditional Generative Adversarial Network for Producing Angiography Images from Retinal Fundus Photographs
Alireza Tavakkoli, Sharif Amit Kamran, Khondker Fariha Hossain, Stewart Lee Zuckerbrod. Journal Article. Scientific Reports.
A High Throughput Machine-Learning Driven Analysis of Ca2+ Spatio-temporal Maps
Wesley Leigh, Guillermo Del Valle, Sharif Amit Kamran, Bernard T Drumm, Alireza Tavakkoli, Kenton M Sanders, Sal Baker Journal Article. Cell Calcium.
Attention2AngioGAN: Synthesizing Fluorescein Angiography from Retinal Fundus Images using Generative Adversarial Networks
Sharif Amit Kamran, Khondker Fariha Hossain, Alireza Tavakkoli, Stewart Lee Zuckerbrod. 25th International Conference on Pattern Recognition. ICPR 2020.
Fundus2Angio: A Novel Conditional GAN Architecture for Generating Fluorescein Angiography Images from Retinal Fundus Photography
Sharif Amit Kamran, Khondker Fariha Hossain, Alireza Tavakkoli, Stewart Lee Zuckerbrod, Kenton M Sanders, Sal Baker. 15th International Symposium on Visual Computing. ISVC 2020.
Improving Robustness using Joint Attention Network For Detecting Retinal Degeneration From Optical Coherence Tomography Images
Sharif Amit Kamran, Alireza Tavakkoli, Stewart Lee Zuckerbrod. 27th IEEE International Conference on Image Processing. ICIP 2020.
A Comprehensive Set of Novel Residual Blocks for Deep Learning Architectures for Diagnosis of Retinal Diseases from Optical Coherence Tomography Images
Sharif Amit Kamran, Sourajit Saha, Ali Shihab Sabbir, Alireza Tavakkoli. Book chapter, Deep Learning Applications. vol. 2. Springer Nature.
Optic-Net: A Novel Convolutional Neural Network for Diagnosis of Retinal Diseases from Optical Tomography Images
Sharif Amit Kamran, Sourajit Saha, Ali Shihab Sabbir, Alireza Tavakkoli. 18th IEEE International Conference On Machine Learning And Applications. ICMLA 2019.
Total Recall: Understanding Traffic Signs Using Deep Convolutional Neural Network
Sourajit Saha, Sharif Amit Kamran, Ali Shihab Sabbir. 21st International Conference of Computer and Information Technology. ICCIT 2018.
Efficient Yet Deep Convolutional Neural Networks for Semantic Segmentation
Sharif Amit Kamran, Ali Shihab Sabbir. International Symposium on Advanced Intelligent Informatics. SAIN 2018.