Add SCRFD detector and Gradio web UI - #79
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- Generate SCRFD output images for blur, boxes, mosaic, and draw-scores - Update README header to 3-column comparison: Original vs CenterFace vs SCRFD - Add side-by-side CenterFace vs SCRFD comparisons for boxes, mosaic, and scores
- Remove "higher recall" and "legacy" claims from README - Add CenterFace WIDER FACE numbers to benchmark table - Replace SCRFD-2.5G row with CenterFace row for fair comparison - Change image comparison headers from "CenterFace (legacy)" to "CenterFace"
SCRFD paper only reports validation set (95.16/93.87/83.05), not test set. CenterFace val-set numbers are 93.5/92.4/87.5 (from arXiv:1911.03599). Previous table mixed SCRFD val numbers with CenterFace test numbers (93.2/92.1/87.3), which is an apples-to-oranges comparison. Add footnote citing sources and resolution.
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Summary
This PR adds two major features:
1. SCRFD Face Detector
scrfd_10g.onnxmodel (17MB, InsightFace buffalo_l) with FPN architecture and distance-based bounding box/keypoint decoding--detector {centerface,scrfd}CLI flag (SCRFD is the default)__call__contract (det, lmsoutput), making them plug-compatible2. Gradio Web UI
deface/ui.py— interactive web interface for face anonymizationreplacewith=mosaic, replacement image upload only whenreplacewith=imgpip install 'deface[ui]', launch viadeface-uiorpython -m deface.uiFiles Changed
deface/scrfd.pydeface/scrfd_10g.onnxdeface/ui.pydeface/deface.py--detectorCLI flag,get_anonymized_image()programmatic API, SCRFD integrationpyproject.tomluioptional dep (gradio>=5.0),deface-uientry pointREADME.mdexamples/gradio_ui.jpgTesting
rufflint: all checks passed