Put the developer docs under docs/dev and index the folder for users first
docs/ had 26 developer documents flat beside the manual, and the two audiences are very differently sized: most readers want the manual and the gesture reference, a few want the register, the designs and the measurements. The manual and gestures.md stay at the top; everything for someone changing the code moves to docs/dev/, and the two documents that name their own successors — the v0.1 milestone and the UI-refinement plan — go to docs/dev/archive/ rather than being deleted, since both are still cited. docs/README.md is the index, users first. Every reference follows: code comments, Cargo manifests, the workflows, the pre-commit hook, the bench and traceability tools (which locate the repo root by docs/dev/requirements.md now), packaging, the Docker READMEs, CLAUDE.md, CONTRIBUTING.md and the README. The matrix links one level deeper and is regenerated. Links out of the moved documents into the tree gain a level; a link checker over every Markdown file finds none broken.
This commit is contained in:
@@ -1,4 +1,4 @@
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//! Five-point face alignment (docs/faces.md §5).
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//! Five-point face alignment (docs/dev/faces.md §5).
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//!
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//! ArcFace embeddings are trained on faces warped to a canonical 112×112
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//! arrangement. Feeding the model a plain bounding-box crop *works* — it
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@@ -208,7 +208,7 @@ impl Similarity {
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///
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/// # Why least squares and not RANSAC
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///
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/// The reference C++ implementation (docs/faces.md §1.1) fits this with
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/// The reference C++ implementation (docs/dev/faces.md §1.1) fits this with
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/// OpenCV's `estimateAffinePartial2D` under RANSAC. RANSAC over five points is
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/// a strange fit: the minimal sample for a similarity is two, so it can discard
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/// landmarks it judges outliers and solve from a subset — and on a profile face
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@@ -427,7 +427,7 @@ fn sample_window(
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// ── eyes ──────────────────────────────────────────────────────────────────
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/// Width of an eye crop as the classifier reads it, in pixels. Fixed by the
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/// OCEC input (`docs/faces.md` §17): 40 wide, 24 high.
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/// OCEC input (`docs/dev/faces.md` §17): 40 wide, 24 high.
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pub const EYE_PATCH_WIDTH: usize = 40;
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/// Height of an eye crop as the classifier reads it, in pixels.
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pub const EYE_PATCH_HEIGHT: usize = 24;
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@@ -438,7 +438,7 @@ pub const EYE_PATCH_HEIGHT: usize = 24;
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/// The classifier was trained on a whole-body detector's *eye* boxes — tight
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/// round the palpebral fissure — and measured on 25 open-eyed faces from the
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/// reference library, a tight box is what it wants: 22 of 25 read open at
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/// 0 and 0.1, 18 at 0.4, 14 at 0.6 (docs/faces.md §17.2). A tenth, so a
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/// 0 and 0.1, 18 at 0.4, 14 at 0.6 (docs/dev/faces.md §17.2). A tenth, so a
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/// contour landing a pixel short of the lashes still holds them.
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pub const EYE_BOX_MARGIN: f32 = 0.1;
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@@ -571,7 +571,7 @@ pub const SUNGLASSES_EDGE: usize = 48;
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/// clear glasses, at 0.68. Erring towards "sunglasses" is the safe direction
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/// for what this feeds: a face called sunglasses is left alone by the
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/// eyes-open filter, where a pair of sunglasses missed hands the eye
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/// classifier a lens to guess at (docs/faces.md §17).
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/// classifier a lens to guess at (docs/dev/faces.md §17).
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pub const SUNGLASSES_WINDOWS: [(f32, f32, f32, f32); 2] =
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[(0.0, 0.0, 112.0, 112.0), (-5.0, -14.0, 122.0, 122.0)];
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@@ -1,4 +1,4 @@
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//! Cosine to probability (docs/faces.md §8, FR-CULL-9).
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//! Cosine to probability (docs/dev/faces.md §8, FR-CULL-9).
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//!
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//! FR-CULL-9 is a hard requirement rather than an implementation detail: no
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//! code path may threshold a bare cosine, every threshold in the subsystem is
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@@ -28,7 +28,7 @@
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//! calibration to the belief it was supposed to test — and that is the whole
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//! of the alternative.
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//!
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//! docs/faces.md §8.1 names one more that would cost no labelling at all: two
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//! docs/dev/faces.md §8.1 names one more that would cost no labelling at all: two
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//! faces in adjacent frames of one burst are near-certainly the same person,
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//! and FR-CULL-5's grouping is sitting there. Nothing draws on it. This crate
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//! cannot see a catalog, let alone the bursts in one — it is handed cosines by
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@@ -83,7 +83,7 @@ pub struct Calibration {
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}
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impl Default for Calibration {
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/// The reference implementation's fitted MBF curve (docs/faces.md §1):
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/// The reference implementation's fitted MBF curve (docs/dev/faces.md §1):
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/// steepness 16.2, P=0.5 at cosine 0.267.
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///
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/// **`valid` is false**, and that is the point. It is a documented
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@@ -1,5 +1,5 @@
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//! TRACES: FR-CULL-8a
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//! The two small classifiers behind a face's eye state (docs/faces.md §17).
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//! The two small classifiers behind a face's eye state (docs/dev/faces.md §17).
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//!
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//! **OCEC** — *open closed eyes classification*, Hyodo 2025 — reads one
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//! 40×24 eye and answers P(open). **SGC** — *sunglasses classification*,
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@@ -1,4 +1,4 @@
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//! Grouping faces into people (docs/faces.md §9, FR-CULL-10).
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//! Grouping faces into people (docs/dev/faces.md §9, FR-CULL-10).
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//!
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//! Model-free: this is arithmetic over embeddings, and it is where the
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//! subsystem's accuracy actually lives, so it is testable with no weights on
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@@ -1,4 +1,4 @@
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//! SCRFD face detection (docs/faces.md §4).
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//! SCRFD face detection (docs/dev/faces.md §4).
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//!
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//! One forward pass produces a box, a confidence and **five landmarks** per
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//! face — the landmarks being the reason for this detector rather than a
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@@ -138,7 +138,7 @@ impl Detection {
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pub struct Detector {
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session: Model,
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/// f32 or int8 — the int8 form finds a different set of faces and is a
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/// different detector in `model_id` (docs/inference.md §7).
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/// different detector in `model_id` (docs/dev/inference.md §7).
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form: Form,
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/// Feature-map count: 3 for strides {8,16,32}, 4 for {8,16,32,64}.
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///
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@@ -346,7 +346,7 @@ fn iou(a: &(f32, f32, f32, f32), b: &(f32, f32, f32, f32)) -> f32 {
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/// How the image is fitted into the graph's fixed square input.
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///
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/// The forward and inverse mappings live in one struct on purpose:
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/// docs/faces.md §4.1 notes that what matters is not *where* the padding goes
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/// docs/dev/faces.md §4.1 notes that what matters is not *where* the padding goes
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/// but that the two agree. A mismatch offsets every box and landmark by the
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/// padding, producing detections that look plausible and embeddings that
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/// quietly cluster badly three stages later.
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@@ -372,7 +372,7 @@ impl Letterbox {
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///
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/// `(x·255 − 127.5) / 128` — note `/128`, not `/127.5`. The reference
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/// implementation this is ported from uses `/128` for both models, and
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/// every measured number in docs/faces.md §1 came from it.
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/// every measured number in docs/dev/faces.md §1 came from it.
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///
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/// Padding is grey, matching the reference's `114`: the value the network
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/// reads least as an edge, where black would draw a hard border across the
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@@ -1,4 +1,4 @@
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//! ArcFace / MobileFaceNet inference (docs/faces.md §6).
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//! ArcFace / MobileFaceNet inference (docs/dev/faces.md §6).
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//!
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//! Takes an aligned crop and returns 512 L2-normalised floats. The alignment is
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//! not optional and cannot be skipped by accident: [`Embedder::embed`] takes an
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@@ -66,7 +66,7 @@ impl Embedder {
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pub fn from_bytes(bytes: &[u8], model: ModelId) -> Result<Self, FaceError> {
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// Always the f32 form: an embedding must compare across devices
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// (docs/inference.md §7), and the engine pins this role to it.
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// (docs/dev/inference.md §7), and the engine pins this role to it.
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let loaded = dr_inference_engine::open(Role::Embedder, Form::F32, bytes)?;
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let acquired = loaded.acquire()?;
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let session = acquired.lock();
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@@ -1,4 +1,4 @@
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//! What an embedder produces, and how it is stored (docs/faces.md §6).
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//! What an embedder produces, and how it is stored (docs/dev/faces.md §6).
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//!
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//! Deliberately **model-free**: the vector, its identity, its comparison and
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//! its storage encoding are arithmetic, and `calibrate` and `cluster` are built
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@@ -273,7 +273,7 @@ mod tests {
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);
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}
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/// The claim docs/faces.md §6 makes about the storage format: the f16
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/// The claim docs/dev/faces.md §6 makes about the storage format: the f16
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/// round-trip costs ~1e-3 of cosine, three orders below the separation
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/// between a match and a non-match.
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#[test]
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@@ -67,14 +67,14 @@ pub const SUNGLASSES_THRESHOLD: f32 = 0.5;
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/// The classifier was trained on eyes down to about a dozen pixels wide
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/// (its reference footage averaged 15–21); below that the 40-pixel patch is
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/// an interpolation of nothing, and the answer is noise that reads as
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/// "closed". docs/faces.md §17.3 has the measurement behind the number.
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/// "closed". docs/dev/faces.md §17.3 has the measurement behind the number.
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pub const MIN_EYE_PX: f32 = 12.0;
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/// Least [`Eye::sharpness`] for the eye to be read.
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///
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/// The same measure as the face's `min_sharpness`, over the eye patch, and
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/// chosen the same way: the value under which the open-eyed faces of the
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/// reference sample were being called closed. docs/faces.md §17.3.
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/// reference sample were being called closed. docs/dev/faces.md §17.3.
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pub const MIN_EYE_SHARPNESS: f32 = 0.02;
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/// An eye narrower than this fraction of its partner is the far eye of a
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@@ -82,7 +82,7 @@ pub const MIN_EYE_SHARPNESS: f32 = 0.02;
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///
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/// A landmark model's contour for a hidden eye collapses towards the nose.
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/// Measured on twenty native renders of the reference library
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/// (docs/faces.md §17.4): profiles put the far eye at 0.02–0.43 of the near
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/// (docs/dev/faces.md §17.4): profiles put the far eye at 0.02–0.43 of the near
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/// one, two three-quarter faces whose far eye read closed sat at 0.54, and
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/// every face looking at the camera — winks included, since a shut eye's
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/// box keeps its width — sat at 0.78 or more. 0.6 splits the gap.
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@@ -1,5 +1,5 @@
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//! TRACES: FR-CULL-8a
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//! Dense facial landmarks — InsightFace's `2d106det` (docs/faces.md §17.2).
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//! Dense facial landmarks — InsightFace's `2d106det` (docs/dev/faces.md §17.2).
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//!
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//! SCRFD's five points place a face; they do not place an eye. Its eye
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//! point is loose enough that a window centred on it left the eye in a
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@@ -1,4 +1,4 @@
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//! Faces and identity (S14, docs/faces.md).
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//! Faces and identity (S14, docs/dev/faces.md).
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//!
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//! Two models, run over the native render, producing per face a box, five
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//! landmarks, a confidence and a 512-d embedding (FR-CULL-8) — and then the
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@@ -21,9 +21,9 @@
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//! for a packaging script to switch on. The application obtains a model at
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//! runtime; this crate takes bytes and never fetches anything.
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//!
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//! docs/faces.md §2 is the full reading, including what would have to change
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//! docs/dev/faces.md §2 is the full reading, including what would have to change
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//! for that to stop being true. The eye-state models are the exception: MIT,
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//! weights and all, and shipped in `models/face/` (docs/faces.md §17).
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//! weights and all, and shipped in `models/face/` (docs/dev/faces.md §17).
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//!
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//! # Why the runtime is split behind a feature
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//!
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@@ -55,7 +55,7 @@ pub mod references;
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/// Smallest long edge a face crop may be sampled from.
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///
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/// **A floor on the crop source, not on the detector input.** The distinction
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/// is the whole of FR-CULL-8 and `docs/faces.md` §7: detection letterboxes
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/// is the whole of FR-CULL-8 and `docs/dev/faces.md` §7: detection letterboxes
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/// every buffer into 640×640, so its input resolution decides nothing, while
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/// [`warp`] samples the 112×112 the embedder sees and so converts source
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/// resolution directly into embedding quality. FR-CULL-8 requires that crop to
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@@ -115,7 +115,7 @@ pub struct Faces<'a> {
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/// Source pixels across the aligned crop, for the calibration's size term.
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pub crop_px: &'a [f32],
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/// Which photograph each face came from. Two faces in one frame are not
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/// the same person, so those pairs are never returned (docs/faces.md §9).
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/// the same person, so those pairs are never returned (docs/dev/faces.md §9).
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pub images: &'a [u64],
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/// Which faces may be compared *against* — the gallery
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/// ([`crate::embedding::MIN_GALLERY_QUALITY`]).
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