wifi-densepose/examples
ruv 60d2c8eb82 feat(examples/three.js): cinematic skinned realtime pose demo + ESP32 CSI bridge
Five-stage example progression exploring three.js helpers (ADR-097 surface) as
a viewer for live RuView sensor data:

1. helpers-demo.html              — clean ADR-097 helper reference (GridHelper,
                                    PolarGridHelper, BoxHelper, AxesHelper),
                                    file://-safe, no backend
2. helpers-cinematic.html         — same scene + UnrealBloomPass + pseudo-CSI
                                    sonar pings + tomography sweep + procedural
                                    cyber floor + ambient drift particles
3. helpers-skinned.html           — replaces sphere skeleton with Mixamo X Bot
                                    via GLTFLoader from threejs.org CDN, plays
                                    bundled animations with additive blending
4. helpers-skinned-fbx.html       — same but loads a local Mixamo FBX (needs
                                    serve-demo.py — file:// can't fetch local
                                    siblings). Drop X Bot.fbx alongside.
5. helpers-skinned-realtime.html  — webcam → MediaPipe Pose Heavy →
                                    poseWorldLandmarks → direct quaternion
                                    retargeting onto the Mixamo skeleton.
                                    Real ESP32-S3 CSI streamed over WebSocket
                                    from ruvultra (Tailscale, port 8766).

Supporting:
  - serve-demo.py             threaded HTTP server with no-cache headers
                               (fixes net::ERR_EMPTY_RESPONSE on the FBX path)
  - ruvultra-csi-bridge.py    ESP32 RuView firmware tick → WebSocket bridge,
                               runs as systemd-run unit on ruvultra

Bugs found + fixed along the way (all documented in code comments):
  - FBX exports yield TWO parallel Bone trees with identical names; only the
    SkinnedMesh.skeleton.bones one drives visible deformation. model.traverse
    finds orphans.
  - Mixamo FBX nests a zero-length wrapper bone above the real bone, same name.
    bone.children[0].getWorldPosition == bone.getWorldPosition → restDir is
    (0,0,0) → setFromUnitVectors collapses to identity. Walk past same-named
    same-position wrappers when computing tail.
  - AnimationMixer.update() with a "stopped" action still mutates bones unless
    enabled=false is set.

Retargeting layer in helpers-skinned-realtime.html:
  - 12 bones direct quaternion retarget (arms × 2, legs × 2, spine × 3, neck)
  - Hips root rotation from shoulder/hip line basis (torso twist + lean)
  - Neck aims at ear-midpoint (kp 7+8), not nose (kp 0), to remove the
    forward bias of the protruding-nose anchor
  - One Euro Filter per landmark per axis (Casiez 2012) — adaptive low-pass
  - Visibility-weighted per-bone slerp gain — occluded limbs relax to rest
  - URL toggles: ?mirror= ?yflip= ?zflip= ?cnn=0/1/2 ?csi=ws://...

Live CSI integration:
  - Bridge parses adaptive_ctrl tick lines (motion/presence/rssi/yield)
  - Browser fans single ESP32 reading across 4 UI nodes with phase-shifted
    wobble (0.88–1.00 × sin(t·0.55 + offsetᵢ))
  - EMA α=0.06 (~3 sec time constant), HUD update throttled 3 Hz

Co-Authored-By: claude-flow <ruv@ruv.net>
2026-05-15 22:22:41 -04:00
..
environment feat: 4 sensing examples — sleep apnea, stress, room environment 2026-03-15 16:50:04 -04:00
happiness-vector chore(repo): rename rust-port/wifi-densepose-rs → v2/ (flatten to one level) (#427) 2026-04-25 21:28:13 -04:00
medical feat: 10-in-1 medical vitals suite from single mmWave sensor 2026-03-15 18:05:42 -04:00
sleep feat: 4 sensing examples — sleep apnea, stress, room environment 2026-03-15 16:50:04 -04:00
stress feat: 4 sensing examples — sleep apnea, stress, room environment 2026-03-15 16:50:04 -04:00
three.js feat(examples/three.js): cinematic skinned realtime pose demo + ESP32 CSI bridge 2026-05-15 22:22:41 -04:00
README.md feat: 10-in-1 medical vitals suite from single mmWave sensor 2026-03-15 18:05:42 -04:00
ruview_live.py feat: happiness scoring pipeline + ESP32 swarm with Cognitum Seed (#285) 2026-03-20 18:46:34 -04:00

README.md

Examples

Real-time sensing applications built on the RuView platform.

Unified Dashboard (start here)

pip install pyserial numpy
python examples/ruview_live.py --csi COM7 --mmwave COM4

The live dashboard auto-detects available sensors and displays fused vitals, environment data, and events in real-time. Works with any combination of sensors.

Individual Examples

Example Sensors What It Does
ruview_live.py CSI + mmWave + Light Unified dashboard: HR, BR, BP, stress, presence, light, RSSI
Medical: Blood Pressure mmWave Contactless BP estimation from HRV
Medical: Vitals Suite mmWave 10-in-1: HR, BR, BP, HRV, sleep stages, apnea, cough, snoring, activity, meditation
Sleep: Apnea Screener mmWave Detects breathing cessation events, computes AHI
Stress: HRV Monitor mmWave Real-time stress level from heart rate variability
Environment: Room Monitor CSI + mmWave Occupancy, light, RF fingerprint, activity events

Hardware

Port Device Cost What It Provides
COM7 ESP32-S3 (WiFi CSI) ~$9 Presence, motion, breathing, heart rate (through walls)
COM4 ESP32-C6 + Seeed MR60BHA2 ~$15 Precise HR/BR, presence, distance, ambient light

Either sensor works alone. Both together enable fusion (mmWave 80% + CSI 20%).

Quick Start

pip install pyserial numpy

# Unified dashboard (recommended)
python examples/ruview_live.py --csi COM7 --mmwave COM4

# Blood pressure estimation
python examples/medical/bp_estimator.py --port COM4

# Sleep apnea screening (run overnight)
python examples/sleep/apnea_screener.py --port COM4 --duration 28800

# Stress monitoring (workday session)
python examples/stress/hrv_stress_monitor.py --port COM4 --duration 3600

# Room environment monitor
python examples/environment/room_monitor.py --csi-port COM7 --mmwave-port COM4

# CSI only (no mmWave)
python examples/ruview_live.py --csi COM7 --mmwave none