Efficient CNN-based Super Resolution Algorithms for mmWave Mobile Radar Imaging

3 code implementations • 3 May 2023 • Christos Vasileiou, Josiah W. Smith, Shiva Thiagarajan, Matthew Nigh, Yiorgos Makris, Murat Torlak

In this paper, we introduce an innovative super resolution approach to emerging modes of near-field synthetic aperture radar (SAR) imaging.

Image Super-Resolution

Improved Static Hand Gesture Classification on Deep Convolutional Neural Networks using Novel Sterile Training Technique

no code implementations • 3 May 2023 • Josiah Smith, Shiva Thiagarajan, Richard Willis, Yiorgos Makris, Murat Torlak

Applying the proposed data collection and training methods yields an increase in classification rate of static hand gestures from $85\%$ to $93\%$ and $90\%$ to $95\%$ for range and range-angle profiles, respectively.

Classification Gesture Recognition

On Improving Hotspot Detection Through Synthetic Pattern-Based Database Enhancement

no code implementations • 12 Jul 2020 • Gaurav Rajavendra Reddy, Constantinos Xanthopoulos, Yiorgos Makris

Continuous technology scaling and the introduction of advanced technology nodes in Integrated Circuit (IC) fabrication is constantly exposing new manufacturability issues.

Bias Busters: Robustifying DL-based Lithographic Hotspot Detectors Against Backdooring Attacks

no code implementations • 26 Apr 2020 • Kang Liu, Benjamin Tan, Gaurav Rajavendra Reddy, Siddharth Garg, Yiorgos Makris, Ramesh Karri

Deep learning (DL) offers potential improvements throughout the CAD tool-flow, one promising application being lithographic hotspot detection.

Data Augmentation