LlamaCasty/TASKS/task-51-webcam-bg-effects.md

TASK 51 — Webcam background effects: Remove + Blur (v1 requirement)

Catalog: TASKS.md — status and requirements live here. Booked 2026-10-08 by creator ruling — "we're doing the bg removal and blur for v1 - book it, Danno". This reverses the 2026-10-05 "background removal: out of product" exclusion (TASK 3 item 19).

Status: 🔶 In progress — slice 1 (engine: bundled model + runner + Remove) shipped 2026-10-09. Next: slice 2 (Blur), then config + persistence, then the camera-path hookup + UI.

Goal: per-webcam Background Remove and Background Blur on the live webcam layer, selected per element in its properties panel, composited into stream + recording like any other layer. No external downloads, no hardware requirement, works on any machine. Replacement backgrounds are free via layers — drop any element behind the webcam.

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Why this is now IN (and what changed)

The 2026-10-05 exclusion was based on: an in-app AI model = a runtime, a GPU/driver matrix, per-scene lighting tuning, and "a vcam app does it free." The ruling is reversed because the delivery shape changed:

1. Bundled small ONNX model (~2–5 MB) — MediaPipe Selfie-Segmentation family — shipped in the installer/fixture (TASK 48 MSIX), executed by onnxruntime (CPU default; DirectML optional later). No NVIDIA SDK, no GPU requirement, no per-client download.
2. Quality reality (creator): a 720p webcam displays at ~15% of a 1080p frame — premium segmentation quality is invisible at that size; commodity class is sufficient.
3. ⛔ Ruled out: NVIDIA Video Effects SDK (VFX / Maxine, AI Green Screen + Background Blur). Works on RTX 2000+/R570+ only, and needs a ~1 GB user-side redistributable on first use. Creator: "I don't think I'm putting a 1gb download requirement on a client box."

Constraints — non-negotiable

1. No external download at runtime. Model ships in the installer. (Store policy 10.2.2 — same posture as the ffmpeg bundling in TASK 48 item 1.)
2. No hardware requirement. CPU path must work; DirectML is an optional accelerator.
3. Per-element (Meld-style), not global. Each webcam element carries its own effect.
4. No feature gating. Everything is free (free-forever ruling 2026-10-08, TASK 54 — the old "only the branding flash is paid" line here was superseded).
5. Scene change / webcam add/remove must not crash or stall the pump — a failing model run skips to passthrough, never drops the layer.

Out of scope for v1 (same engine later)

• ❌ "Remove chair"-style object selection / quality tiers — not a picker engine
• ❌ Super resolution / denoise / prettify passes
• ❌ Virtual camera output — permanently out of product (no vcam)

1. Engine

• ✅ Model bundled (slice 1, 2026-10-09): Google's official MediaPipe Selfie Segmenter landscape (144×256, Apache-2.0 per the model card — license + changes recorded in THIRD-PARTY-NOTICES item 12). Converted to ONNX by tools/selfie-seg/convert_tflite_to_onnx.py (custom op Convolution2DTransposeBias → ConvTranspose); verified against MediaPipe's own runtime by tools/selfie-seg/verify_against_mediapipe.py (max |diff| 5e-5). 430 KB, EmbeddedResource in the exe. Rejected sources: PINTO #109 (ML Kit-extracted, unclear license), obs-backgroundremoval code (GPL-3.0) — referenced for approach only (ONNX Runtime, CPU, 2 threads).
• ✅ Microsoft.ML.OnnxRuntime 1.31.0, CPU EP (OnnxPersonSegmenter). Failing load/run → logs once, returns null, caller passes through. DirectML still optional/later.
• ☐ Blur = separable in-app blur (box/gaussian) over the masked background region — slice 2.
• ✅ Remove = alpha = mask outside the person (BackgroundEffectProcessor), IsOpaque = false. The compositor already alpha-blends per element — no compositor change expected (confirm in the hookup slice).
• ☐ Feed the VideoFrame seam (Services/VideoFrame.cs doc explicitly anticipates "every future capture source (screen, background-removed webcam) feeds the same seam"): the frame handed to BOTH the preview bitmap path and the compositor's _cameraManager.GetLatestFrame is the processed frame. One processing point, two consumers.

2. ☐ Config surface + persistence

• ☐ WebcamSceneConfig gains BackgroundEffect (None | Remove | Blur) + Strength.
• ☐ Persist via the existing WebcamSceneConfig table path in LayoutStore.Save.cs/ Load.cs (new columns + migration). Follow LayoutStore.Migrations.cs conventions.
• ☐ Properties panel: effect dropdown + strength slider, per webcam element.
• ☐ Replace-background affordance: none in v1 — the creator drops any layer behind the webcam. Effect preview must not obscure the fact that layers below still show through.

3. ☐ Test seam (Good Dog — one integration test per unit)

• ✅ Model-runner interface seam (IPersonSegmenter) so tests inject a fake segmenter.
• ☐ Assert the processed frame reaches both consumers (preview bitmap + compositor frame).
• ✅ None = same-instance passthrough of the raw frame (BackgroundEffectEngineTests).
• ✅ Remove = alpha 0 outside the person, RGB untouched, non-opaque (BackgroundEffectEngineTests); ☐ Blur = background region blurred, person sharp.
• ✅ Bundled-model contract: the embedded ONNX model through the C# preprocessing reproduces MediaPipe's reference mask on a fixture (≥99.5% agreement). This is a fixed, deterministic contract check of the shipped bytes — not a camera/lighting quality test.
• ☐ Config → persistence roundtrip (per webcam element).
• ☐ Engine failure → passthrough + single log, layer never dropped (code path exists; dedicated test lands with the hookup slice).
• ☐ Real inference: manual on the creator's box (camera + lighting), not in CI.
• ☐ Perf check in the hookup slice: time Segment + Apply per 720p frame on the creator's box before wiring it into the 60fps path (expect a few ms; the mask can run at a lower rate than the camera if needed).

4. Sequencing

• ✅ Separate work unit after the zoom build (zoom shipped 2026-10-08).
• Slice order: 1 engine ✅ → 2 Blur → 3 config + persistence → 4 camera-path hookup (one processing point, both consumers) + perf check → 5 properties-panel UI.

Related (not duplicated here)

• task-48-distribution-msix.md — the model ships in the MSIX; bundled-binary posture established by the ffmpeg work.
• TASKS.md Webcam cadence section — the "⛔ no background removal" line is superseded by this ruling; the judder/compositor cost work is unaffected and still heads its lane.
• research-store-certification.md — 11.12/10.2.2 posture; nothing here sends data off-box.