Description

The CSI ratio is the per-subcarrier complex quotient of CSI streams from two RX antennas on the same NIC, H_a(f,t) / H_b(f,t). Because the dominant phase errors (CFO, SFO, PBD) are common-mode across antennas of one receiver, the ratio cancels them out, yielding a stable complex feature that retains both amplitude and phase information without any calibration. It is the de-facto preferred CSI feature for fine-grained sensing on commodity hardware.

When it's used

  • Robust respiration / heartbeat sensing
  • Sub-cm motion tracking and gesture recognition
  • Replacing brittle phase-sanitisation pipelines
  • Fresnel-zone analyses where phase rotation matters

Limitations

  • Requires at least two RX antennas on the same NIC
  • Numerator/denominator antenna choice matters; deep-fade antennas destabilise the ratio
  • Hardware non-idealities not perfectly common-mode (e.g. per-antenna AGC) leak into the ratio

Source Papers

  • wu2022_75d3 — CSI-ratio model with Fresnel-zone interpretation
  • zeng2021_1e4f — ratio-vs-amplitude robustness comparison
  • zhang2025_a250 — ratio features in cross-environment sensing
  • wang2026_2758 — ratio as backbone of recent WiFi-sensing pipelines

5 vault papers use this method

Titles and DOIs only — no abstracts, no analyses.

  • SenseFi: A library and benchmark on deep-learning-empowered WiFi human sensing 2023 DOI ↗
  • Boosting WiFi Sensing Performance via CSI Ratio 2021 DOI ↗
  • IoT solutions for e-Health applications for care's continuity at home 2026 DOI ↗
  • Estimation of Water-Surface Variations Using Wi-Fi Channel State Information 2026 DOI ↗
  • Leveraging Online Learning for Domain-Adaptation in Wi-Fi-Based Device-Free Localization 2025 DOI ↗