Keep each face's quality, and never compare against a poor one
The embedder's raw output has a length, and the length is a reading of how recognisable the crop was: a blur, an occlusion or a hard profile comes out short. Normalising threw it away. A short vector sits near the middle of the sphere and matches a little of everyone, which is how one bad crop bridges two people in a grouping pass. So the length is kept — the store now holds the raw vector, re-normalised on load, with the length beside it as `faces.quality` — and a face under MIN_GALLERY_QUALITY (14) is a probe: measured against the gallery and placed where it fits, but never what another face is measured against. Two probes are never paired, and a probe is nobody's evidence for a confidence. The People screen shows the number as "Quality 17.3", dimmed below the floor. Faces indexed before this stored unit vectors and have no reading; they are admitted to the gallery, and schema V14 forgets the run marker of every image holding one so the next indexing pass measures them. A peer's unmeasured shard faces are not adopted, or a sync would write that marker back.
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@@ -63,15 +63,16 @@ fn main() {
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let embed_ms = t.elapsed().as_secs_f64() * 1e3;
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println!(
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" [{i}] conf {:.3} box {:.0},{:.0} {:.0}×{:.0} crop_px {:.0} embed {embed_ms:.0} ms",
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" [{i}] conf {:.3} box {:.0},{:.0} {:.0}×{:.0} crop_px {:.0} quality {:.1} embed {embed_ms:.0} ms",
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d.confidence,
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d.bbox.0,
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d.bbox.1,
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d.width(),
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d.height(),
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aligned.source_px(),
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emb.quality,
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);
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all.push((path.clone(), i, emb));
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all.push((path.clone(), i, emb.embedding));
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}
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}
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@@ -46,11 +46,13 @@ fn main() {
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);
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for n in sizes {
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let (embeddings, crop_px, images) = population(n);
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let gallery = vec![true; n];
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let faces = Faces {
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embeddings: &embeddings,
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dim: EMBEDDING_DIM,
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crop_px: &crop_px,
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images: &images,
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gallery: &gallery,
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};
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let start = std::time::Instant::now();
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