Research

Machine Learning

  • Stochastic Optimization

  • Adaptive Regularization

  • Generative Models

  • Non-convex Optimization

Computer Vision

  • Image Segmentation

  • Motion Estimation

  • Object Recognition

  • Image Reconstruction

  • Texture Analysis

Medical Image Analysis

  • Digital Mammography

  • Quantitative Analysis of Cardiac MRI

  • Quantitative Analysis of Lung CT

  • Diagnosis of Skin Cancer

  • Digital Histology

Computational Imaging

  • Fourier Ptychography

  • Phase Retrieval