CellinDeep: Robust and accurate cellular-based indoor localization via deep learning

H Rizk, M Torki, M Youssef - IEEE Sensors Journal, 2018 - ieeexplore.ieee.org
The demand for a ubiquitous and accurate indoor localization service is continuously
growing. Current solutions for indoor localization usually depend on using the embedded …

Monodcell: A ubiquitous and low-overhead deep learning-based indoor localization with limited cellular information

H Rizk, M Youssef - Proceedings of the 27th ACM SIGSPATIAL …, 2019 - dl.acm.org
The demand for a ubiquitous and accurate indoor localization service is continuously
growing. Despite the pervasive nature of cellular-based solutions, their localization quality …

WiDeep: WiFi-based accurate and robust indoor localization system using deep learning

M Abbas, M Elhamshary, H Rizk… - 2019 IEEE …, 2019 - ieeexplore.ieee.org
Robust and accurate indoor localization has been the goal of several research efforts over
the past decade. Due to the ubiquitous availability of WiFi indoors, many indoor localization …

DeepLoc: A ubiquitous accurate and low-overhead outdoor cellular localization system

A Shokry, M Torki, M Youssef - Proceedings of the 26th ACM …, 2018 - dl.acm.org
Recent years have witnessed fast growth in outdoor location-based services. While GPS is
considered a ubiquitous localization system, it is not supported by low-end phones, requires …

Cnnloc: Deep-learning based indoor localization with wifi fingerprinting

X Song, X Fan, X He, C Xiang, Q Ye… - … Advanced & Trusted …, 2019 - ieeexplore.ieee.org
With the ubiquitous deployment of wireless systems and pervasive availability of smart
devices, indoor localization is empowering numerous location-based services. With the …

QuickLoc: adaptive deep-learning for fast indoor localization with mobile devices

S Tiku, P Kale, S Pasricha - ACM Transactions on Cyber-Physical …, 2021 - dl.acm.org
Indoor localization services are a crucial aspect for the realization of smart cyber-physical
systems within cities of the future. Such services are poised to reinvent the process of …

Omnicells: Cross-device cellular-based indoor location tracking using deep neural networks

H Rizk, M Abbas, M Youssef - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
The demand for a ubiquitous and accurate indoor localization service is continuously
growing. Cellular-based systems are a good candidate to provide such ubiquitous service …

Effectiveness of data augmentation in cellular-based localization using deep learning

H Rizk, A Shokry, M Youssef - 2019 IEEE Wireless …, 2019 - ieeexplore.ieee.org
Recently, deep learning-based positioning systems have gained attention due to their
higher performance relative to traditional methods. However, obtaining the expected …

A novel convolutional neural network based indoor localization framework with WiFi fingerprinting

X Song, X Fan, C Xiang, Q Ye, L Liu, Z Wang… - IEEE …, 2019 - ieeexplore.ieee.org
With the ubiquitous deployment of wireless systems and pervasive availability of smart
devices, indoor localization is empowering numerous location-based services. With the …

Device-independent cellular-based indoor location tracking using deep learning

H Rizk, M Abbas, M Youssef - Pervasive and Mobile Computing, 2021 - Elsevier
The demand for a ubiquitous and accurate indoor localization service is continuously
growing. Cellular-based systems are a good candidate to provide such ubiquitous service …