A Survey of Indoor Localization Systems and Technologies
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Abstract (arXiv)
Indoor localization has recently witnessed an increase in interest, due to the potential wide range of services it can provide by leveraging Internet of Things (IoT), and ubiquitous connectivity. Different techniques, wireless technologies and mechanisms have been proposed in the literature to provide indoor localization services in order to improve the services provided to the users. However, there is a lack of an up-to-date survey paper that incorporates some of the recently proposed accurate and reliable localization systems. In this paper, we aim to provide a detailed survey of different indoor localization techniques such as Angle of Arrival (AoA), Time of Flight (ToF), Return Time of Flight (RTOF), Received Signal Strength (RSS); based on technologies such as WiFi, Radio Frequency Identification Device (RFID), Ultra Wideband (UWB), Bluetooth and systems that have been proposed in the literature. The paper primarily discusses localization and positioning of human users and their devices. We highlight the strengths of the existing systems proposed in the literature. In contrast with the existing surveys, we also evaluate different systems from the perspective of energy efficiency, availability, cost, reception range, latency, scalability and tracking accuracy. Rather than comparing the technologies or techniques, we compare the localization systems and summarize their working principle. We also discuss remaining challenges to accurate indoor localization.
Key facts. Cited by 77 papers in the map (data through 7 Oct 2026). First posted on arXiv 4 Sep 2017.
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Citing papers per year: 2021: 18; 2022: 10; 2023: 14; 2024: 12; 2025: 14; 2026: 9.
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- 2021CHISEL: Compression-Aware High-Accuracy Embedded Indoor Localization with Deep Learningcited by 10
- 2023FedHIL: Heterogeneity Resilient Federated Learning for Robust Indoor Localization with Mobile Devicescited by 9
- 2021Hierarchical Multi-Building And Multi-Floor Indoor Localization Based On Recurrent Neural Networkscited by 8
- 2022Deep Learning Methods for Fingerprint-Based Indoor Positioning: A Reviewcited by 8
- 2021A Review of Indoor Millimeter Wave Device-based Localization and Device-free Sensing Technologies and Applicationscited by 7
- 2023STELLAR: Siamese Multi-Headed Attention Neural Networks for Overcoming Temporal Variations and Device Heterogeneity with Indoor Localizationcited by 7
- 2021DQLEL: Deep Q-Learning for Energy-Optimized LoS/NLoS UWB Node Selectioncited by 6
- 2021DataLoc+: A Data Augmentation Technique for Machine Learning in Room-Level Indoor Localizationcited by 5
- 2021QuickLoc: Adaptive Deep-Learning for Fast Indoor Localization with Mobile Devicescited by 5
- 2023Constructing Indoor Region-based Radio Map without Location Labelscited by 5
- 2025AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challengescited by 5
- 2025UMotion: Uncertainty-driven Human Motion Estimation from Inertial and Ultra-wideband Unitscited by 5
38 more
- 2021DyLoc: Dynamic Localization for Massive MIMO Using Predictive Recurrent Neural Networkscited by 4
- 2021Learning-based Bias Correction for Time Difference of Arrival Ultra-wideband Localization of Resource-constrained Mobile Robotscited by 3
- 2022Multi-Output Gaussian Process-Based Data Augmentation for Multi-Building and Multi-Floor Indoor Localizationcited by 3
- 2022Multi-Modal Recurrent Fusion for Indoor Localizationcited by 3
- 2024GDTM: An Indoor Geospatial Tracking Dataset with Distributed Multimodal Sensorscited by 3
- 2024RetailOpt: Opt-In, Easy-to-Deploy Trajectory Estimation from Smartphone Motion Data and Retail Facility Informationcited by 3
- 2024VOMTC: Vision Objects for Millimeter and Terahertz Communicationscited by 3
- 2024MetaGraphLoc: A Graph-based Meta-learning Scheme for Indoor Localization via Sensor Fusioncited by 3
- 2026LLM-Guided Agentic Floor Plan Parsing for Accessible Indoor Navigation of Blind and Low-Vision Peoplecited by 3
- 2021Indoor Localization Under Limited Measurements: A Cross-Environment Joint Semi-Supervised and Transfer Learning Approachcited by 2
- 2022A Comprehensive Survey on the Cyber-Security of Smart Grids: Cyber-Attacks, Detection, Countermeasure Techniques, and Future Directionscited by 2
- 2022Estimating the Pose of a Euro Pallet with an RGB Camera based on Synthetic Training Datacited by 2
- 2025Meta-SimGNN: Adaptive and Robust WiFi Localization Across Dynamic Configurations and Diverse Scenarioscited by 2
- 2025iRadioDiff: Physics-Informed Diffusion Model for Indoor Radio Map Construction and Localizationcited by 2
- 2021Identification of Dynamical Systems using Symbolic Regressioncited by 1
- 2021Magnetic Field Sensing for Pedestrian and Robot Indoor Positioningcited by 1
- 2021Online Dynamic Window (ODW) Assisted Two-stage LSTM Frameworks for Indoor Localizationcited by 1
- 2021Unsupervised Movement Detection in Indoor Positioning Systems of Production Hallscited by 1
- 2022JUNO: Jump-Start Reinforcement Learning-based Node Selection for UWB Indoor Localizationcited by 1
- 2023Novel Fine-Tuned Attribute Weighted Na"ive Bayes NLoS Classifier for UWB Positioningcited by 1
- 2023Privacy-Preserving by Design: Indoor Positioning System Using Wi-Fi Passive TDOAcited by 1
- 2023Value of Assistance for Mobile Agentscited by 1
- 2023Distributed Bayesian Estimation in Sensor Networks: Consensus on Marginal Densitiescited by 1
- 2023Device-Free Human State Estimation using UWB Multi-Static Radioscited by 1
- 2024Learning-Based WiFi Fingerprint Inpainting via Generative Adversarial Networkscited by 1
- 2024Text2Traj2Text: Learning-by-Synthesis Framework for Contextual Captioning of Human Movement Trajectoriescited by 1
- 2025A Comprehensive Data Description for LoRaWAN Path Loss Measurements in an Indoor Office Setting: Effects of Environmental Factorscited by 1
- 2025Tracking daily paths in home contexts with RSSI fingerprinting based on UWB through deep learning modelscited by 1
- 2025MG-HGNN: A Heterogeneous GNN Framework for Indoor Wi-Fi Fingerprint-Based Localizationcited by 1
- 2021Visible light communication-based monitoring for indoor environments using unsupervised learningcited by 0
- 2021Deep Weakly Supervised Positioningcited by 0
- 2021WiFiNet: WiFi-based indoor localisation using CNNscited by 0
- 2021Topological Indoor Mapping through WiFi Signalscited by 0
- 2021Channel State Information Based Localization with Deep Learningcited by 0
- 2022Position Tracking using Likelihood Modeling of Channel Features with Gaussian Processescited by 0
- 2022DIY-IPS: Towards an Off-the-Shelf Accurate Indoor Positioning Systemcited by 0
- 2022SmartFPS: Neural Network based Wireless-inertial fusion positioning systemcited by 0
- 2022On the Multidimensional Augmentation of Fingerprint Data for Indoor Localization in A Large-Scale Building Complex Based on Multi-Output Gaussian Processcited by 0
50 most cited of 77 All 77 (JSON)
- 2026AirLog: Store-Level Indoor Life Logging Made Easy25 Sep 2026
- 2026GLocFM: A Geometry-Aware Foundation Model for 3D Indoor Wireless Localization10 Aug 2026
- 2026TRACE: Learned Proprioceptive Odometry for Legged Robots under Unreliable Contact Conditions6 Aug 2026
- 2026AI-Empowered UAV-Assisted Backscatter Localization and ISAC for Zero-Energy IoT: A Comprehensive Survey22 Jun 2026
- 2026OmniLoc: A Geometry-Aware Foundation Model for Anchor-Free UE Localization Across Diverse Indoor Environments9 Jun 2026
- 2026LLM-Guided Agentic Floor Plan Parsing for Accessible Indoor Navigation of Blind and Low-Vision People27 Apr 2026
- 2026Deep Attention-based Sequential Ensemble Learning for BLE-Based Indoor Localization in Care Facilities22 Mar 2026
- 2026Unsupervised Surrogate-Assisted Synthesis of Free-Form Planar Antenna Topologies for IoT Applications4 Mar 2026
- 2026Mocap Anywhere: Towards Pairwise-Distance based Motion Capture in the Wild (for the Wild)27 Jan 2026
- 2025iRadioDiff: Physics-Informed Diffusion Model for Indoor Radio Map Construction and Localization25 Nov 2025
- 2025Unsupervised Discovery of Long-Term Spatiotemporal Periodic Workflows in Human Activities18 Nov 2025
- 2025Meta-SimGNN: Adaptive and Robust WiFi Localization Across Dynamic Configurations and Diverse Scenarios18 Nov 2025
38 more
- 2025MG-HGNN: A Heterogeneous GNN Framework for Indoor Wi-Fi Fingerprint-Based Localization10 Nov 2025
- 2025Hybrid Neural Network-Based Indoor Localisation System for Mobile Robots Using CSI Data in a Robotics Simulator3 Nov 2025
- 2025Indoor Localization using Compact, Telemetry-Agnostic, Transfer-Learning Enabled Decoder-Only Transformer13 Oct 2025
- 2025EKF-Based Fusion of Wi-Fi/LiDAR/IMU for Indoor Localization and Navigation27 Sep 2025
- 2025Tracking daily paths in home contexts with RSSI fingerprinting based on UWB through deep learning models7 Sep 2025
- 2025Transforming Decoder-Only Transformers for Accurate WiFi-Telemetry Based Indoor Localization16 May 2025
- 2025UMotion: Uncertainty-driven Human Motion Estimation from Inertial and Ultra-wideband Units14 May 2025
- 2025A Comprehensive Data Description for LoRaWAN Path Loss Measurements in an Indoor Office Setting: Effects of Environmental Factors9 May 2025
- 2025Diffusion-Driven Inertial Generated Data for Smartphone Location Classification20 Apr 2025
- 2025Mean of Means: Human Localization with Calibration-free and Unconstrained Camera Settings (extended version)18 Feb 2025
- 2025AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challenges24 Jan 2025
- 2024Bluetooth Low Energy Dataset Using In-Phase and Quadrature Samples for Indoor Localization2 Dec 2024
- 2024MetaGraphLoc: A Graph-based Meta-learning Scheme for Indoor Localization via Sensor Fusion26 Nov 2024
- 2024Text2Traj2Text: Learning-by-Synthesis Framework for Contextual Captioning of Human Movement Trajectories19 Sep 2024
- 2024Relative Positioning for Aerial Robot Path Planning in GPS Denied Environment16 Sep 2024
- 2024VOMTC: Vision Objects for Millimeter and Terahertz Communications14 Sep 2024
- 2024TimeSense: Multi-Person Device-free Indoor Localization via RTT17 Aug 2024
- 2024Mean of Means: A 10-dollar Solution for Human Localization with Calibration-free and Unconstrained Camera Settings30 Jul 2024
- 2024A Trustworthy AIoT-enabled Localization System via Federated Learning and Blockchain8 Jul 2024
- 2024Learning-Based WiFi Fingerprint Inpainting via Generative Adversarial Networks4 Jun 2024
- 2024RetailOpt: Opt-In, Easy-to-Deploy Trajectory Estimation from Smartphone Motion Data and Retail Facility Information19 Apr 2024
- 2024GDTM: An Indoor Geospatial Tracking Dataset with Distributed Multimodal Sensors21 Feb 2024
- 2024Directional Antenna Systems for Long-Range Through-Wall Human Activity Recognition1 Jan 2024
- 2023Device-Free Human State Estimation using UWB Multi-Static Radios26 Dec 2023
- 2023STELLAR: Siamese Multi-Headed Attention Neural Networks for Overcoming Temporal Variations and Device Heterogeneity with Indoor Localization16 Dec 2023
- 2023Distributed Bayesian Estimation in Sensor Networks: Consensus on Marginal Densities2 Dec 2023
- 2023Indoor Millimeter Wave Localization using Multiple Self-Supervised Tiny Neural Networks30 Nov 2023
- 2023A Simple Geometric-Aware Indoor Positioning Interpolation Algorithm Based on Manifold Learning27 Nov 2023
- 2023Large-scale magnetic field maps using structured kernel interpolation for Gaussian process regression25 Oct 2023
- 2023Autonomous Navigation of Micro Air Vehicles in Warehouses Using Vision-based Line Following2 Oct 2023
- 2023Constructing Indoor Region-based Radio Map without Location Labels31 Aug 2023
- 2023Value of Assistance for Mobile Agents23 Aug 2023
- 2023Machine Learning-based Positioning using Multivariate Time Series Classification for Factory Environments22 Aug 2023
- 2023FedHIL: Heterogeneity Resilient Federated Learning for Robust Indoor Localization with Mobile Devices4 Jul 2023
- 2023Privacy-Preserving by Design: Indoor Positioning System Using Wi-Fi Passive TDOA3 Jun 2023
- 2023Novel Fine-Tuned Attribute Weighted Na"ive Bayes NLoS Classifier for UWB Positioning14 Apr 2023
- 2023Privacy-Preserving Cooperative Visible Light Positioning for Nonstationary Environment: A Federated Learning Perspective11 Mar 2023
- 2022On the Multidimensional Augmentation of Fingerprint Data for Indoor Localization in A Large-Scale Building Complex Based on Multi-Output Gaussian Process19 Nov 2022
50 newest of 77 All 77 (JSON)
- 2021CHISEL: Compression-Aware High-Accuracy Embedded Indoor Localization with Deep Learningcited by 10
- 2023FedHIL: Heterogeneity Resilient Federated Learning for Robust Indoor Localization with Mobile Devicescited by 9
- 2021Hierarchical Multi-Building And Multi-Floor Indoor Localization Based On Recurrent Neural Networkscited by 8
- 2022Deep Learning Methods for Fingerprint-Based Indoor Positioning: A Reviewcited by 8
- 2021A Review of Indoor Millimeter Wave Device-based Localization and Device-free Sensing Technologies and Applicationscited by 7
- 2023STELLAR: Siamese Multi-Headed Attention Neural Networks for Overcoming Temporal Variations and Device Heterogeneity with Indoor Localizationcited by 7
- 2021DQLEL: Deep Q-Learning for Energy-Optimized LoS/NLoS UWB Node Selectioncited by 6
- 2021DataLoc+: A Data Augmentation Technique for Machine Learning in Room-Level Indoor Localizationcited by 5
- 2021QuickLoc: Adaptive Deep-Learning for Fast Indoor Localization with Mobile Devicescited by 5
- 2023Constructing Indoor Region-based Radio Map without Location Labelscited by 5
- 2025AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challengescited by 5
- 2025UMotion: Uncertainty-driven Human Motion Estimation from Inertial and Ultra-wideband Unitscited by 5
12 most cited of 74 All 74 (JSON)
- 2026AirLog: Store-Level Indoor Life Logging Made Easy25 Sep 2026
- 2026GLocFM: A Geometry-Aware Foundation Model for 3D Indoor Wireless Localization10 Aug 2026
- 2026TRACE: Learned Proprioceptive Odometry for Legged Robots under Unreliable Contact Conditions6 Aug 2026
- 2026AI-Empowered UAV-Assisted Backscatter Localization and ISAC for Zero-Energy IoT: A Comprehensive Survey22 Jun 2026
- 2026OmniLoc: A Geometry-Aware Foundation Model for Anchor-Free UE Localization Across Diverse Indoor Environments9 Jun 2026
- 2026Deep Attention-based Sequential Ensemble Learning for BLE-Based Indoor Localization in Care Facilities22 Mar 2026
- 2026Unsupervised Surrogate-Assisted Synthesis of Free-Form Planar Antenna Topologies for IoT Applications4 Mar 2026
- 2026Mocap Anywhere: Towards Pairwise-Distance based Motion Capture in the Wild (for the Wild)27 Jan 2026
- 2025Unsupervised Discovery of Long-Term Spatiotemporal Periodic Workflows in Human Activities18 Nov 2025
- 2025Meta-SimGNN: Adaptive and Robust WiFi Localization Across Dynamic Configurations and Diverse Scenarios18 Nov 2025
- 2025MG-HGNN: A Heterogeneous GNN Framework for Indoor Wi-Fi Fingerprint-Based Localization10 Nov 2025
- 2025Hybrid Neural Network-Based Indoor Localisation System for Mobile Robots Using CSI Data in a Robotics Simulator3 Nov 2025
12 newest of 74 All 74 (JSON)