Commit fdd2b2a
committed
feat: ADR-027 Project MERIDIAN — Cross-Environment Domain Generalization
Deep SOTA research into WiFi sensing domain gap problem (2024-2026).
Proposes 7-phase implementation: hardware normalization, domain-adversarial
training with gradient reversal, geometry-conditioned FiLM inference,
virtual environment augmentation, few-shot rapid adaptation, and
cross-domain evaluation protocol.
Cites 10 papers: PerceptAlign, AdaPose, Person-in-WiFi 3D (CVPR 2024),
DGSense, CAPC, X-Fi (ICLR 2025), AM-FM, LatentCSI, Ganin GRL, FiLM.
Addresses the single biggest deployment blocker: models trained in one
room lose 40-70% accuracy in another room. MERIDIAN adds ~12K params
(67K total, still fits ESP32) for cross-layout + cross-hardware
generalization with zero-shot and few-shot adaptation paths.
Co-Authored-By: claude-flow <[email protected]>1 parent d8fd5f4 commit fdd2b2a
2 files changed
Lines changed: 493 additions & 1 deletion
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
49 | 49 | | |
50 | 50 | | |
51 | 51 | | |
52 | | - | |
| 52 | + | |
53 | 53 | | |
54 | 54 | | |
55 | 55 | | |
| |||
511 | 511 | | |
512 | 512 | | |
513 | 513 | | |
| 514 | + | |
514 | 515 | | |
515 | 516 | | |
516 | 517 | | |
| |||
0 commit comments