Vardan Papyan

Prevalence of neural collapse during the terminal phase of deep learning training

Vardan Papyan, X. Y. Han, David L. Donoho · Proceedings of the National Academy of Sciences · 2020 · 296 citations · Full text

Multi-Scale Patch-Based Image Restoration

Vardan Papyan, Michael Elad · IEEE Transactions on Image Processing · 2015 · 263 citations

Engineering, Machine Learning, Deblurring +17

Theoretical Foundations of Deep Learning via Sparse Representations: A Multilayer Sparse Model and Its Connection to Convolutional Neural Networks

Vardan Papyan, Yaniv Romano, Jeremias Sulam et al. · IEEE Signal Processing Magazine · 2018 · 126 citations

Data Representation, Engineering, Machine Learning +17

Working Locally Thinking Globally: Theoretical Guarantees for Convolutional Sparse Coding

Vardan Papyan, Jeremias Sulam, Michael Elad · IEEE Transactions on Signal Processing · 2017 · 124 citations · Full text

Multi-Layer Convolutional Sparse Modeling: Pursuit and Dictionary Learning

Jeremias Sulam, Vardan Papyan, Yaniv Romano et al. · IEEE Transactions on Signal Processing · 2018 · 123 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +18