From 2ccf14327bf57f9b1761b45590958dde21e0c597 Mon Sep 17 00:00:00 2001 From: Joaquin Terrasa Date: Wed, 23 Sep 2026 01:06:18 +0200 Subject: [PATCH] docs(examples): add measured dedup run report on a synthetic corpus Run dedup.py against a 360-image corpus (320 picsum photos plus 40 planted recompress/resize/crop/brightness variants) with dinov2-small on Apple M1 Metal: 124 s wall clock, ~335 MB peak RSS. Pair-level scoring against pixel-identical ground truth (64 clusters, 130 true pairs) shows the default 0.95 threshold is the sweet spot: precision 1.000, recall 0.977. Includes a threshold sweep table, a sanitized report screenshot, and a caveat that .webp inputs abort the run because stb_image cannot decode them. --- examples/dedup/README.md | 48 +++++++++++++++++++++++++++++++ examples/dedup/report-sample.png | Bin 0 -> 74478 bytes 2 files changed, 48 insertions(+) create mode 100644 examples/dedup/report-sample.png diff --git a/examples/dedup/README.md b/examples/dedup/README.md index eab6b58..965f0e1 100644 --- a/examples/dedup/README.md +++ b/examples/dedup/README.md @@ -32,3 +32,51 @@ The script uses `pooled` (`[cls || mean(patches)]`) when present and falls back to `cls`. For large folders the pairwise pass is O(n^2) in Python; a few thousand images is fine, hundreds of thousands will want a real index (FAISS, sqlite-vec, ...). + +Caveat: `.webp` is listed in `EXTS` but `dinov2-cli` cannot decode WebP +(`stb_image` has no WebP support). A single `.webp` file in the scanned +folder makes the CLI exit non-zero and the script aborts. Keep the input +folder to JPEG/PNG/BMP/TGA until that is fixed. + +## Measured run (synthetic corpus, planted duplicates) + +Corpus: 320 photos from `picsum.photos` (`/seed//400/300`, seeds 1..320, +all JPEG) plus 40 planted variants of 30 of them (every source got a JPEG +recompress at q=60; 10 sources also got an 80% resize, a 90% center crop, +or a +15% brightness shift). Picsum maps seeds onto a limited photo pool, +so the download itself already contained natural duplicates; ground truth +was therefore built from pixel-identical groups of the originals (46 groups +covering 98 files) plus the planted variants, giving 64 true duplicate +clusters and 130 true duplicate pairs across 360 files. + +Command (Apple M1, Metal, `dinov2-small`): + +```bash +/usr/bin/time -l python3 examples/dedup/dedup.py \ + ./build-release/bin/dinov2-cli models/dinov2-small/model.gguf \ + /tmp/dedup-corpus/images -o report.html +``` + +Result: 360 images embedded in 124 s wall clock (~0.35 s/image), peak RSS +~335 MB, 64 clusters reported at the default `-t 0.95`. + +Scored pair-level against ground truth (predicted pairs are all pairs +inside reported clusters): + +| threshold | clusters | precision | recall | F1 | +|-----------|----------|-----------|--------|-------| +| 0.999 | 60 | 1.000 | 0.646 | 0.785 | +| 0.99 | 64 | 1.000 | 0.846 | 0.917 | +| 0.975 | 64 | 1.000 | 0.915 | 0.956 | +| 0.95 | 64 | 1.000 | 0.977 | 0.988 | +| 0.90 | 63 | 0.935 | 1.000 | 0.967 | +| 0.85 | 63 | 0.867 | 1.000 | 0.929 | + +On this corpus the default `0.95` is the sweet spot: zero false merges, +and the only miss is one 90% center crop that lands at ~0.93 similarity. +Raising the cutoff toward `0.99` keeps precision perfect but drops recall +to 0.85 (crops and some resizes fall under the bar); lowering it to `0.90` +reaches perfect recall at the cost of 9 false pairs from merely similar +photos. + +![sanitized sample of the HTML report](report-sample.png) diff --git a/examples/dedup/report-sample.png b/examples/dedup/report-sample.png new file mode 100644 index 0000000000000000000000000000000000000000..18402595cc01bfd1128036648274b4a6c1e5ca60 GIT binary patch literal 74478 zcmeFZc{r4D_&2IlO3{J}p`v6YWT&WXW#5JnqHH5e_FXE8M6!>4XYBjFq@-kLEW_CM zW$ec8z32CPfA6`@d(PkIyyv~nA6+G8Jo7x??|px^`|GEoBuhofKuJbMM)mBelo}Zs z`A0Iclg_7)!~ZyCf8-}4yFm6#>am7%%p%@ppK9~y=qOn5b?ZItqJQX*f7HVNgmYbd 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