Description

CSI phase is the angle component of the complex channel response per subcarrier. Raw phase from commodity NICs is contaminated by carrier-frequency offset (CFO), sampling-frequency offset (SFO), and packet-boundary detection delay (PBD), so it is rarely used directly. Two practical workarounds dominate: linear-fit phase sanitisation across subcarriers, and inter-antenna phase difference, which cancels common-mode RX errors. Sanitised phase carries sub-wavelength path-length information that amplitude cannot match — critical for fine-grained motion (respiration, micro-gestures) and angle-of-arrival estimation.

When it's used

  • Inter-antenna phase difference for device-free localisation and AoA
  • Respiration / vital-sign sensing from phase periodicity
  • High-resolution gesture recognition
  • DFS reports / 802.11bf phase-based sensing primitives

Limitations

  • Hardware-specific: phase calibration tables are NIC-dependent
  • Phase wrap and reference ambiguity make absolute phase non-portable
  • Multipath fading produces deep nulls that destabilise phase locally

Source Papers

  • fallani2026_04be — sanitised phase for in-home health sensing
  • hou2023_bf83 — phase-aware few-shot CSI features
  • xie2015_0389 — phase calibration for power-delay-profile extraction
  • wang2015_48cf — phase-difference features for activity sensing
  • ma2020_4782 — phase-handling chapter of the WiFi sensing survey

12 vault papers use this method

Titles and DOIs only — no abstracts, no analyses.

  • WiFi Sensing with Channel State Information 2020 DOI ↗
  • A Survey on Human Behavior Recognition Using Channel State Information 2019 DOI ↗
  • SenseFi: A library and benchmark on deep-learning-empowered WiFi human sensing 2023 DOI ↗
  • A CSI Dataset for Wireless Human Sensing on 80 MHz Wi-Fi Channels 2023 DOI ↗
  • On CSI and Passive Wi-Fi Radar for Opportunistic Physical Activity Recognition 2022 DOI ↗
  • Human Sensing by Using Radio Frequency Signals: A Survey on Occupancy and Activity Detection 2023 DOI ↗
  • A Non Intrusive Human Presence Detection Methodology Based on Channel State Information of Wi-Fi Networks 2023 DOI ↗
  • Human Activity Recognition via Wi-Fi and Inertial Sensors With Machine Learning 2024 DOI ↗
  • IoT solutions for e-Health applications for care's continuity at home 2026 DOI ↗
  • Leveraging Online Learning for Domain-Adaptation in Wi-Fi-Based Device-Free Localization 2025 DOI ↗
  • Investigation of Environment Dependence in Wi-Fi CSI-Based Crowd Counting Systems 2024 DOI ↗
  • Device-Free Wireless Sensing for Gesture Recognition Based on Complementary CSI Amplitude and Phase 2024 DOI ↗