Cover Image

Enhanced Fingerprint-based Positioning With Practical Imperfections: Deep learning-based approaches

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xu, Shugong, Jiang, Jun, Yu, Wenjun, Gao, Yilin, Pan, Guangjin, Mu, Shiyi, Ai, Zhiqi, Gao, Yuan, Jiang, Peigang, Wang, Cheng-Xiang
Format:	Preprint
Published:	2025
Subjects:	Signal Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

C2S-AE: CSI to Sensing enabled by an Auto-Encoder-based Framework
by: Jiang, Jun, et al.
Published: (2025)

AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challenges
by: Pan, Guangjin, et al.
Published: (2025)

MTCA: Multi-Task Channel Analysis for Wireless Communication
by: Jiang, Jun, et al.
Published: (2025)

Sidelink Positioning: Standardization Advancements, Challenges and Opportunities
by: Gao, Yuan, et al.
Published: (2025)

A MIMO Wireless Channel Foundation Model via CIR-CSI Consistency
by: Jiang, Jun, et al.
Published: (2025)

Near-Field Positioning for XL-MIMO Uniform Circular Arrays: An Attention-Enhanced Deep Learning Approach
by: Gao, Yuan, et al.
Published: (2026)

Towards channel foundation models (CFMs): Motivations, methodologies and opportunities
by: Jiang, Jun, et al.
Published: (2025)

StereoDETR: Stereo-based Transformer for 3D Object Detection
by: Mu, Shiyi, et al.
Published: (2025)

CSI-MAE: A Masked Autoencoder-based Channel Foundation Model
by: Jiang, Jun, et al.
Published: (2026)

Generalizable and Robust Beam Prediction for 6G Networks: An Deep-Learning Framework with Positioning Feature Fusion
by: Jin, Yanliang, et al.
Published: (2026)

Real-time Extended Reality Video Transmission Optimization Based on Frame-priority Scheduling
by: Pan, Guangjin, et al.
Published: (2024)

Dynamic Channel Charting: An LSTM-AE-based Approach
by: Gao, Yuan, et al.
Published: (2026)

Channel Extrapolation for MIMO Systems with the Assistance of Multi-path Information Induced from Channel State Information
by: Gao, Yuan, et al.
Published: (2026)

Learning-based Block-wise Planar Channel Estimation for Time-Varying MIMO OFDM
by: Liu, Chenchen, et al.
Published: (2024)

Effective outdoor pathloss prediction: A multi-layer segmentation approach with weighting map
by: Gao, Yuan, et al.
Published: (2026)

Stereo-based 3D Anomaly Object Detection for Autonomous Driving: A New Dataset and Baseline
by: Mu, Shiyi, et al.
Published: (2025)

LinFormer: A Linear-based Lightweight Transformer Architecture For Time-Aware MIMO Channel Prediction
by: Jin, Yanliang, et al.
Published: (2024)

Unreal is all you need: Multimodal ISAC Data Simulation with Only One Engine
by: Huang, Kongwu, et al.
Published: (2025)

Hybrid Fingerprint-based Positioning in Cell-Free Massive MIMO Systems
by: Kumar, Manish, et al.
Published: (2025)

AI/ML for mobile networks: Current status in Rel. 19 and challenges ahead
by: Gao, Yuan, et al.
Published: (2026)

SSNet: Flexible and robust channel extrapolation for fluid antenna systems enabled by an self-supervised learning framework
by: Gao, Yuan, et al.
Published: (2025)

Conditional Diffusion-Based Point Cloud Imaging for UAV Position and Attitude Sensing
by: Dai, Xinhong, et al.
Published: (2026)

Optimizing 5G-Advanced Networks for Time-critical Applications: The Role of L4S
by: Pan, Guangjin, et al.
Published: (2024)

Massive MIMO-OFDM Channel Acquisition with Time-Frequency Phase-Shifted Pilots
by: Tang, Jinke, et al.
Published: (2025)

AI-Driven Channel State Information (CSI) Extrapolation for 6G: Current Situations, Challenges and Future Research
by: Gao, Yuan, et al.
Published: (2026)

Enabling 6G Through Multi-Domain Channel Extrapolation: Opportunities and Challenges of Generative Artificial Intelligence
by: Gao, Yuan, et al.
Published: (2025)

Joint Activity Detection and Channel Estimation for Massive Connectivity: Where Message Passing Meets Score-Based Generative Priors
by: Cai, Chang, et al.
Published: (2025)

Channel Fingerprint Construction for Massive MIMO: A Deep Conditional Generative Approach
by: Jin, Zhenzhou, et al.
Published: (2025)

Study of Class-Incremental Radio Frequency Fingerprint Recognition Without Storing Exemplars
by: Jiang, Rundong, et al.
Published: (2026)

Deep Learning based Cross-Receiver Radio Frequency Fingerprint Identification Under Varying Channels
by: He, Jiashuo, et al.
Published: (2026)

CF-CGN: Channel Fingerprints Extrapolation for Multi-band Massive MIMO Transmission based on Cycle-Consistent Generative Networks
by: Xie, Chenjie, et al.
Published: (2024)

Large Wireless Localization Model (LWLM): A Foundation Model for Positioning in 6G Networks
by: Pan, Guangjin, et al.
Published: (2025)

Deep Learning based Positioning with Multi-task Learning and Uncertainty-based Fusion
by: Foliadis, Anastasios, et al.
Published: (2024)

Deep Learning based Three-stage Solution for ISAC Beamforming Optimization
by: Gao, Qian, et al.
Published: (2026)

Enhancing WiFi CSI Fingerprinting: A Deep Auxiliary Learning Approach
by: Huang, Yong, et al.
Published: (2025)

Robust MIMO Semantic Communication with Imperfect CSI via Knowledge Distillation
by: Gong, Mingze, et al.
Published: (2025)

Fluid-Antenna Enhanced ISAC: Joint Antenna Positioning and Dual-Functional Beamforming Design under Perfect and Imperfect CSI
by: Hao, Tian, et al.
Published: (2024)

Globally Optimal Movable Antenna-Enhanced multiuser Communication: Discrete Antenna Positioning, Motion Power Consumption, and Imperfect CSI
by: Wu, Yifei, et al.
Published: (2024)

GenMetaLoc: Learning to Learn Environment-Aware Fingerprint Generation for Sample Efficient Wireless Localization
by: Gao, Jun, et al.
Published: (2025)

Caching Content Placement and Beamforming Co-design for IRS-Aided MIMO Systems with Imperfect CSI
by: Gao, Meng, et al.
Published: (2024)