Uncovering the potential of indoor localization: Role of deep and transfer learning

O Kerdjidj, Y Himeur, SS Sohail, A Amira, F Fadli… - IEEE …, 2024 - ieeexplore.ieee.org
Indoor localization (IL) is a significant topic of study with several practical applications,
particularly in the context of the Internet of Things (IoT) and smart cities. The area of IL has …

FedHIL: Heterogeneity resilient federated learning for robust indoor localization with mobile devices

D Gufran, S Pasricha - ACM Transactions on Embedded Computing …, 2023 - dl.acm.org
Indoor localization plays a vital role in applications such as emergency response,
warehouse management, and augmented reality experiences. By deploying machine …

An overview of indoor localization techniques

S Tiku, S Pasricha - Machine Learning for Indoor Localization and …, 2023 - Springer
The need for indoor localization systems that can provide reliable access to location
information in areas that are not serviced sufficiently by GPS has continued to grow. There …

SENTINEL: Securing Indoor Localization against Adversarial Attacks with Capsule Neural Networks

D Gufran, P Anandathirtha… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With the increasing demand for edge device-powered location-based services in indoor
environments, Wi-Fi received signal strength (RSS) fingerprinting has become popular …

VITAL: Vision transformer neural networks for accurate smartphone heterogeneity resilient indoor localization

D Gufran, S Tiku, S Pasricha - 2023 60th ACM/IEEE Design …, 2023 - ieeexplore.ieee.org
Wi-Fi fingerprinting-based indoor localization is an emerging embedded application domain
that leverages existing Wi-Fi access points (APs) in buildings to localize users with …

SANGRIA: Stacked autoencoder neural networks with gradient boosting for indoor localization

D Gufran, S Tiku, S Pasricha - IEEE Embedded Systems Letters, 2023 - ieeexplore.ieee.org
Indoor localization is a critical task in many embedded applications, such as asset tracking,
emergency response, and real-time navigation. In this letter, we propose a novel …

Indoor localization by projecting magnetic field signals onto images with vision transformer

H Rafique, D Patti, M Palesi, GC La Delfa - Computers and Electrical …, 2025 - Elsevier
Indoor localization, powered by the Internet of Things (IoT)-based sensor fusion, represents
an evolving application that uses mobile sensors and embedded hardware within buildings …

CALLOC: Curriculum adversarial learning for secure and robust indoor localization

D Gufran, S Pasricha - 2024 Design, Automation & Test in …, 2024 - ieeexplore.ieee.org
Indoor localization has become increasingly vital for many applications from tracking assets
to delivering personalized services. Yet, achieving pinpoint accuracy remains a challenge …

Smartphone invariant indoor localization using multi-head attention neural network

S Tiku, D Gufran, S Pasricha - Machine Learning for Indoor Localization …, 2023 - Springer
Smartphones together with RSSI fingerprinting serve as an efficient approach for delivering
a low-cost and high-accuracy indoor localization solution. However, a few critical challenges …

AI and Machine Learning Driven Indoor Localization and Navigation with Mobile Embedded Systems

S Pasricha - arXiv preprint arXiv:2408.04797, 2024 - arxiv.org
Indoor navigation is a foundational technology to assist the tracking and localization of
humans, autonomous vehicles, drones, and robots in indoor spaces. Due to the lack of …