136 citations · 236 across the 23 of their papers we have counts for
4 papers · 1 filter
CD&S Dataset: Handheld Imagery Dataset Acquired Under Field Conditions for Corn Disease Identification and Severity Estimation
Aanis Ahmad, Dharmendra Saraswat, Aly El Gamal +1
Accurate disease identification and its severity estimation is an important consideration for disease management. Deep learning-based solutions for disease management using imagery…
Towards End-to-End Deep Learning for Autonomous Racing: On Data Collection and a Unified Architecture for Steering and Throttle Prediction
Shakti N. Wadekar, Benjamin J. Schwartz, Shyam S. Kannan +5
Deep Neural Networks (DNNs) which are trained end-to-end have been successfully applied to solve complex problems that we have not been able to solve in past decades. Autonomous dr…
Gradient-based Adversarial Deep Modulation Classification with Data-driven Subsampling
Jinho Yi, Aly El Gamal
Automatic modulation classification can be a core component for intelligent spectrally efficient wireless communication networks, and deep learning techniques have recently been sh…
A Provably Convergent Information Bottleneck Solution via ADMM
Teng-Hui Huang, Aly El Gamal
The Information bottleneck (IB) method enables optimizing over the trade-off between compression of data and prediction accuracy of learned representations, and has successfully an…