Beena Train-Brake Inspection

relaxation labeling · 2014, reborn in the modern engine

An automatic safety inspection from 2014: detect line segments in a train bogie image and label each as a brake component — by relaxation labeling ("NewIDByConstraints"). Here the real 2014 compatibility tensor (33 detected lines × 4 brake parts) runs through the same hrl engine that now reads scripture and grows bodies. Watch the 33 lines settle onto their brake components.

Real 2014 bogie inspection frames — 🟡 detected object-lines, 🔴 reference label-lines on the brake assembly. (Glover Labs, 2014.)

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Each dot is a detected line segment; it drifts to the brake-component corner it's being identified as. Honest notes: the signed 2014 compatibility was shifted non-negative for the modern engine's multiplicative update (a convention change); this is a faithful re-run, not a bit-exact reproduction of the 2014 trajectory. The actual bogie imagery is proprietary and kept out of this public page.

← HRL gallery · the first link in a 13-year chain — the engine's earliest application.