Module vision_pipeline 

End-to-end native vision pipeline (MVP + GSW W/G/S).

Synthetic or raw RGB → detect (reference or production weights) → track → epistemic quins → overlay BMP. Plus generate + image-to-3D. No Python.

Structs

BiosensePulseDemo

Biosense excellence demos (consent-bound recipes; no training).

GenerateResult

GsContinuumResult

Full G→S continuum: generate → media store → recon → validate → OBJ + .10d + quins.

ImageTo3dResult

OverlayBoxDto

SrResultDto

Super-resolution (“Enhance”) result: before/after PNG data URLs + honesty.

VisionDemoResult

Functions

biosense_self_monitor_pulse_demo

Synthetic pulse + optional EVM → rPPG (security consent template for demo).

correct_instance

demo_test

demo_train

Public helpers for UI without storage.

detect_from_image_file

Decode PNG/JPEG and detect.

detect_from_rgb8

Detect from raw RGB8 buffer (file import path).

detect_with_disk_weights

Detect with QVWT from disk if present.

ensure_vision_weights

Ensure seed QVWT on disk; load for production path.

generate_and_reconstruct

Generate then reconstruct (G→S10 smoke path).

generate_image

Swarm G — native seeded image generation.

image_to_3d_from_rgb

Swarm S-V10 — heightfield recon + validation.

ingest_demo_to_wal

Persist native observations to WAL and return SHACL report.

node_hint_to_tensor10d

Map vision NodeHint → Tensor10D for spectral paint (D1/D2).

query_vision_region

Query observation quins by normalized region (u16).

reject_instance

Human rejects instance; machine claims remain. Returns updated attestation note.

run_gs_continuum

Full continuum used before handing off to auditory work: generate → content-addressed store → heightfield recon → validate → OBJ + sealed .10d + generation receipt quins + geometry quins.

run_sample_demo

run_sample_demo_with_backend

run_synthetic_demo

Run synthetic sample through detect → track → compile → SHACL → overlay BMP.

run_synthetic_demo_with_backend

seal_vision_mesh_with_detections

Seal a MeshIR with detection-derived Tensor10D nodes (D1 product path).

section15_smoke

§15 automated smoke: synthetic detect + SHACL + overlay.

super_resolve_image

Decode arbitrary image bytes, classically super-resolve (Enhance), and return before/after PNG data URLs plus device/honesty metadata.

twin_elasticity_demo

Phase 11–12: twin eligibility + closed-form elasticity preview (A1, not FEA).

vision_local_embed_demo

Local CBIR proxy hashes for an RGB buffer (not CLIP).