wifi-densepose/docs
rUv db64b4c671
research(R3): cross-room re-ID — MERIDIAN closes the env-shift gap + 4 privacy constraints (#715)
Synthesis of AETHER (ADR-024) + MERIDIAN (ADR-027) + privacy framing
+ identified next research lever (physics-informed env prediction).

Simulation results (10 subjects, 3 rooms, 128-dim embeddings, env/person
scale ratio 4.7x):

| Configuration                            | 1-shot acc |
|------------------------------------------|-----------:|
| Within-room (matches AETHER ~95% target) |      100%  |
| Cross-room, raw cosine K-NN              |       70%  |
| Cross-room, MERIDIAN 100% env removal    |      100%  |
| Cross-room, MERIDIAN 70% env removal     |      100%  |
| Chance                                   |       10%  |

The 30 pp gap from within-room to raw cross-room is the angular
contribution of env-shift that cosine similarity can't normalise away.
MERIDIAN per-room centroid subtraction recovers it -- robust even at
70% effectiveness (realistic for limited labelled examples).

Privacy framing: R14 baseline + 4 new constraints specific to
biometric-class re-ID data:
1. No cross-installation linkage
2. Embedding storage requires explicit opt-in (biometric consent class)
3. Cryptographically verifiable forgetting
4. No re-ID across legal entities

These rule out cross-building tracking, mass surveillance, long-term
unlabelled storage, third-party sharing. They allow per-installation
personalisation, household anomaly detection, multi-person pose
association in the same room.

R3 closes the loop on R14's empathic-appliance vision: re-ID is THE
primitive that makes per-occupant features possible. Without R3,
R14's verticals can't ship.

Identifies next research lever: physics-informed env_sig prediction
from R6's forward operator + room map = zero-shot cross-room transfer
without labelled examples in the new room.

Composes:
- R5/R6: person+env decomposition in embedding space
- R7: mincut = defence against re-ID spoofing
- R9: RSSI K-NN showed env-locality dominance for the K-NN primitive
- R14: 4 new constraints extend R14's framework to biometric class

Honest scope: additive decomposition is first-order; real CSI env
effects are multiplicative in subcarrier domain. Adversarial scenarios
not simulated.

Coordination: ticks/tick-12.md, no PROGRESS.md edit.
2026-05-22 02:13:10 -04:00
..
adr feat(tools): scaffold ruview MCP server + CLI + ADR-104 (#705) 2026-05-21 23:33:18 -04:00
archtocode-visual-overview docs: add visual architecture overview images (#208) 2026-05-17 18:18:07 -04:00
benchmarks docs(bench): append v0.0.2 section to person-count benchmark log 2026-05-21 19:47:55 -04:00
ddd docs: rvCSI edge RF sensing platform — PRD, ADR-095, DDD domain model 2026-05-12 23:15:10 +00:00
edge-modules chore(repo): rename rust-port/wifi-densepose-rs → v2/ (flatten to one level) (#427) 2026-04-25 21:28:13 -04:00
huggingface fix(train): wire wifi-densepose-signal into the pipeline; correct MODEL_CARD env-sensor claim (#536) 2026-05-11 23:40:55 -04:00
prd docs: rvCSI edge RF sensing platform — PRD, ADR-095, DDD domain model 2026-05-12 23:15:10 +00:00
qe-reports chore(repo): move v1/ → archive/v1/ + add archive/README.md (#430) 2026-04-25 23:07:52 -04:00
research research(R3): cross-room re-ID — MERIDIAN closes the env-shift gap + 4 privacy constraints (#715) 2026-05-22 02:13:10 -04:00
tutorials docs(tutorials): Pi 5 + Hailo cluster rvcsi tutorial (#546) 2026-05-17 17:41:39 -04:00
TROUBLESHOOTING.md fix(docker): UDP relay for multi-source ESP32 on Docker Desktop Windows (#502) 2026-05-17 18:01:44 -04:00
WITNESS-LOG-028.md chore(repo): move v1/ → archive/v1/ + add archive/README.md (#430) 2026-04-25 23:07:52 -04:00
build-guide.md chore(repo): move v1/ → archive/v1/ + add archive/README.md (#430) 2026-04-25 23:07:52 -04:00
readme-details.md docs(readme): split details to docs/readme-details.md and reorganize 2026-04-29 19:34:24 -04:00
security-audit-wasm-edge-vendor.md chore(repo): rename rust-port/wifi-densepose-rs → v2/ (flatten to one level) (#427) 2026-04-25 21:28:13 -04:00
user-guide.md docs: truth-up README + user-guide on Hugging Face model release (#637) 2026-05-19 13:03:54 -04:00
wifi-mat-user-guide.md chore(repo): rename rust-port/wifi-densepose-rs → v2/ (flatten to one level) (#427) 2026-04-25 21:28:13 -04:00