119 citations · 153 across the 5 of their papers we have counts for
3 papers · 1 filter
CorGAN: Correlation-Capturing Convolutional Generative Adversarial Networks for Generating Synthetic Healthcare Records
Amirsina Torfi, Edward A. Fox
Deep learning models have demonstrated high-quality performance in areas such as image classification and speech processing. However, creating a deep learning model using electroni…
Generalized Bilinear Deep Convolutional Neural Networks for Multimodal Biometric Identification
Sobhan Soleymani, Amirsina Torfi, Jeremy Dawson +1
In this paper, we propose to employ a bank of modality-dedicated Convolutional Neural Networks (CNNs), fuse, train, and optimize them together for person classification tasks. A mo…
Attention-Based Guided Structured Sparsity of Deep Neural Networks
Amirsina Torfi, Rouzbeh A. Shirvani, Sobhan Soleymani +1
Network pruning is aimed at imposing sparsity in a neural network architecture by increasing the portion of zero-valued weights for reducing its size regarding energy-efficiency co…