wifi-densepose
Production-ready implementation of InvisPose - a revolutionary WiFi-based dense human pose estimation system that enables real-time full-body tracking through walls using commodity mesh routers
Learn to integrate motion detection with WiFi DensePose. This guide details how CSI amplitude and antenna correlation enable efficient filtering of static frames for improved pose estimation. Explore the ruvnet/wifi-densepose r...
PhaseSanitizer Configuration Options: Complete Guide to WiFi DensePose Phase SanitizationExplore PhaseSanitizer configuration options for WiFi DensePose. Learn about unwrapping_method, outlier_threshold, smoothing_window, and over 6 optional settings for phase sanitization.
CsiProcessor Configuration Options in WiFi DensePoseExplore CsiProcessor configuration options for WiFi DensePose. Customize signal processing, detection sensitivity, and memory allocation with required parameters and optional toggles.
How to Process Raw CSI Data Frames in Rust: A Complete Guide to the wifi-densepose PipelineLearn to process raw CSI data frames in Rust using the wifi-densepose pipeline. This guide covers noise removal, normalization, and feature extraction for DensePose estimation.
How to Set Up Basic CSI Processing in WiFi DensePose: A Complete Implementation GuideLearn to set up basic CSI processing in WiFi DensePose with ruvnet GitHub. This guide details using CSIExtractor and CSIProcessor for Wi-Fi hardware data parsing and human presence detection.
What Are Doppler Features in CSI and Why They Matter for Wi-Fi SensingDiscover Doppler features in CSI and their crucial role in Wi-Fi sensing. Learn how these features enable precise motion detection, velocity tracking, and even breathing analysis for advanced applications.
Temporal Smoothing Techniques for CSI Phase Trajectories in WiFi‑DensePoseExplore temporal smoothing techniques like moving-average and Butterworth filtering used in WiFi-DensePose to stabilize CSI phase trajectories for accurate pose estimation.
CSI Phase Unwrapping Algorithm in WiFi-DensePose: Implementation GuideImplement the CSI phase unwrapping algorithm in WiFi-DensePose. Restore continuous phase values from wrapped measurements using NumPy or a custom block-wise approach. Get the guide today.
CSI Data Structure in WiFi DensePose: A Complete Technical GuideUnderstand CSI data structure in WiFi DensePose. Explore the standardized CSIData dataclass with amplitude, phase matrices, and hardware metadata for ESP32 and router integration. Get the technical guide.
How Human Movement Affects Wi-Fi CSI Signals: A Technical Analysis of the wifi-densepose RepositoryDiscover how human movement impacts Wi-Fi CSI signals. The wifi-densepose repository analyzes alterations in amplitude, phase, and frequency-domain characteristics caused by body movement.
How PhaseSanitizer Removes Hardware-Specific Phase Offsets in WiFi-DensePoseLearn how PhaseSanitizer removes hardware-specific phase offsets by unwrapping raw CSI phase data, detecting outliers, and interpolating for a clean, hardware-independent signal.
Preprocessing Steps Applied to CSI Data in WiFi-DensePose: A Complete Technical GuideDiscover the essential CSI data preprocessing steps: noise removal, Hamming windowing, and amplitude normalization. Learn how WiFi-DensePose handles raw CSI data for accurate analysis. Explore the technical guide.
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