Search Results for author: Murat Torlak

Found 11 papers, 7 papers with code

Low Complexity Radio Frequency Interference Mitigation for Radio Astronomy Using Large Antenna Array

no code implementations7 Mar 2024 Zaid Bin Tariq, Teviet Creighton, Louis P. Dartez, Naofal Al-Dhahir, Murat Torlak

In many cases, fast mitigation of strong radio frequency interference (RFI) is valuable for studying short lived radio transients so that the astronomers can perform detailed observations of celestial radio sources.

Astronomy

Frequency Estimation Using Complex-Valued Shifted Window Transformer

1 code implementation17 Sep 2023 Josiah W. Smith, Murat Torlak

In this letter, we introduce 1-D real-valued and complex-valued shifted window (Swin) transformers, referred to as SwinFreq and CVSwinFreq, respectively, for line-spectra frequency estimation on 1-D complex-valued signals.

Image Super-Resolution Spectral Super-Resolution

Emerging Approaches for THz Array Imaging: A Tutorial Review and Software Tool

no code implementations16 Sep 2023 Josiah W. Smith, Murat Torlak

This article provides a tutorial review of systems and algorithms for THz SAR in the near-field with an emphasis on emerging algorithms that combine signal processing and machine learning techniques.

Benchmarking Image Super-Resolution +2

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

3 code implementations3 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 implementations3 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

Deep Learning-Based Multiband Signal Fusion for 3-D SAR Super-Resolution

3 code implementations3 May 2023 Josiah Smith, Murat Torlak

Three-dimensional (3-D) synthetic aperture radar (SAR) is widely used in many security and industrial applications requiring high-resolution imaging of concealed or occluded objects.

Super-Resolution

Efficient 3-D Near-Field MIMO-SAR Imaging for Irregular Scanning Geometries

2 code implementations3 May 2023 Josiah Smith, Murat Torlak

In this article, we introduce a novel algorithm for efficient near-field synthetic aperture radar (SAR) imaging for irregular scanning geometries.

Image Reconstruction

Near-Field MIMO-ISAR Millimeter-Wave Imaging

1 code implementation3 May 2023 Josiah W. Smith, Muhammet Emin Yanik, Murat Torlak

While prior work in literature consists of single-input-single-output circular synthetic aperture radar (SISO-CSAR) algorithms or computationally sluggish MIMO-CSAR image reconstruction algorithms, this paper proposes a novel algorithm for efficient MIMO 3-D holographic imaging and details the design of a MIMO R-ISAR imaging system.

Computational Efficiency Image Reconstruction

An FCNN-Based Super-Resolution mmWave Radar Framework for Contactless Musical Instrument Interface

1 code implementation3 May 2023 Josiah W. Smith, Orges Furxhi, Murat Torlak

While the proposed techniques are suitable for a host of tracking applications, this article focuses on their application as a musical interface to demonstrate the robustness of the gesture sensing pipeline and deep learning signal processing chain.

Position Super-Resolution

A Vision Transformer Approach for Efficient Near-Field Irregular SAR Super-Resolution

2 code implementations3 May 2023 Josiah Smith, Yusef Alimam, Geetika Vedula, Murat Torlak

In this paper, we introduce a mobile-friend vision transformer (ViT) architecture to address position estimation error and perform SAR image super-resolution (SR) under irregular sampling geometries.

Image Enhancement Image Super-Resolution +1

Two Dimensional Array Imaging with Beam Steered Data

no code implementations24 Oct 2013 Sujeet Patole, Murat Torlak

Imaging of a two dimensional object requires reflected wave data to be collected across two distinct dimensions.

Quantization Vocal Bursts Valence Prediction

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