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I built IMGNet – a face verification model that identifies people using sign patterns, not cosine similarity [R]

Via r/MachineLearning
Thursday, Jul 9, 2026 · 6:00PM
Summary

I want to share something I've been building as an independent researcher from Indonesia. TL;DR: Face verification model that replaces cosine similarity with sliding window sign pattern matching. Achieves 96.27% on LFW (pre-aligned) with a 10.58 MB model trained on CASIA-WebFace (490k images). When

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