wifi-densepose/rust-port/wifi-densepose-rs
rUv 3733e54aef
feat: cross-node fusion + DynamicMinCut + RSSI tracking (v0.5.3)
* feat(server): cross-node RSSI-weighted feature fusion + benchmarks

Adds fuse_multi_node_features() that combines CSI features across all
active ESP32 nodes using RSSI-based weighting (closer node = higher weight).

Benchmark results (2 ESP32 nodes, 30s, ~1500 frames):

  Metric               | Baseline | Fusion  | Improvement
  ---------------------|----------|---------|------------
  Variance mean        |    109.4 |    77.6 | -29% noise
  Variance std         |    154.1 |   105.4 | -32% stability
  Confidence           |    0.643 |   0.686 | +7%
  Keypoint spread std  |      4.5 |     1.3 | -72% jitter
  Presence ratio       |   93.4%  |  94.6%  | +1.3pp

Person count still fluctuates near threshold — tracked as known issue.

Verified on real hardware: COM6 (node 1) + COM9 (node 2) on ruv.net.

Co-Authored-By: claude-flow <ruv@ruv.net>

* fix(ui): add client-side lerp smoothing to pose renderer

Keypoints now interpolate between frames (alpha=0.25) instead of
jumping directly to new positions. This eliminates visual jitter
that persists even with server-side EMA smoothing, because the
renderer was drawing every WebSocket frame at full rate.

Applied to skeleton, keypoints, and dense body rendering paths.

Co-Authored-By: claude-flow <ruv@ruv.net>

* feat: DynamicMinCut person separation + UI lerp smoothing

- Added ruvector-mincut dependency to sensing server
- Replaced variance-based person scoring with actual graph min-cut on
  subcarrier temporal correlation matrix (Pearson correlation edges,
  DynamicMinCut exact max-flow)
- Recalibrated feature scaling for real ESP32 data ranges
- UI: client-side lerp interpolation (alpha=0.25) on keypoint positions
- Dampened procedural animation (noise, stride, extremity jitter)
- Person count thresholds retuned for mincut ratio

Co-Authored-By: claude-flow <ruv@ruv.net>

* docs: update CHANGELOG with v0.5.1-v0.5.3 releases

Co-Authored-By: claude-flow <ruv@ruv.net>
2026-03-30 21:55:44 -04:00
..
.claude-flow feat: cross-node fusion + DynamicMinCut + RSSI tracking (v0.5.3) 2026-03-30 21:55:44 -04:00
crates feat: cross-node fusion + DynamicMinCut + RSSI tracking (v0.5.3) 2026-03-30 21:55:44 -04:00
data docs: update README with ADR-045–048, Observatory, adaptive classifier, AMOLED display 2026-03-05 10:20:48 -05:00
docs feat: Complete Rust port of WiFi-DensePose with modular crates 2026-01-13 03:11:16 +00:00
examples feat: Add wifi-Mat disaster detection enhancements 2026-01-13 18:23:03 +00:00
patches/ruvector-crv feat: ADR-033 CRV signal-line integration + ruvector-crv 6-stage pipeline 2026-03-01 22:21:59 -05:00
Cargo.lock chore: update Cargo.lock 2026-03-10 10:02:02 -04:00
Cargo.toml feat: RuVector all phases — temporal smoothing + kinematic constraints + coherence 2026-03-30 14:23:21 -04:00