World-Alignment.git/artifacts/vg_5k/natural_pipeline_orbit.json, branch main Unnamed repository; edit this file 'description' to name the repository. Augmentation orbits do not substitute for multiple photographs 2026-08-01T19:11:25+00:00 Yuren Hao blackhao0426@gmail.com 2026-08-01T19:11:25+00:00 ebc2e7f5129b81db745ad15e5b78b69a95b9837c Four random resized crops per Visual Genome image, segmented independently with their fields averaged, leave the correlation at 0.6559. Closed-world re-renders resample layout, which is nuisance by construction, so averaging removes modality-private variation; random crops perturb framing that self-supervised patch features already absorb, leaving nothing to cancel. Co-Authored-By: Claude <noreply@anthropic.com> 
Four random resized crops per Visual Genome image, segmented
independently with their fields averaged, leave the correlation at
0.6559. Closed-world re-renders resample layout, which is nuisance by
construction, so averaging removes modality-private variation; random
crops perturb framing that self-supervised patch features already
absorb, leaving nothing to cancel.

Co-Authored-By: Claude <noreply@anthropic.com>