From ebc2e7f5129b81db745ad15e5b78b69a95b9837c Mon Sep 17 00:00:00 2001 From: Yuren Hao Date: Sat, 1 Aug 2026 14:11:25 -0500 Subject: Augmentation orbits do not substitute for multiple photographs 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 --- artifacts/vg_5k/natural_pipeline_orbit.json | 8 ++++++++ 1 file changed, 8 insertions(+) create mode 100644 artifacts/vg_5k/natural_pipeline_orbit.json (limited to 'artifacts/vg_5k/natural_pipeline_orbit.json') diff --git a/artifacts/vg_5k/natural_pipeline_orbit.json b/artifacts/vg_5k/natural_pipeline_orbit.json new file mode 100644 index 0000000..0365ac1 --- /dev/null +++ b/artifacts/vg_5k/natural_pipeline_orbit.json @@ -0,0 +1,8 @@ +{ + "protocol": "Continuous states, content projection fitted per modality on scenes outside the evaluated set. Hidden pairs are read only for the correlation.", + "samples": 256, + "views": 4, + "kept_directions": 8, + "field_correlation_at_truth": 0.6559307692721238, + "recovery_threshold": 0.9 +} \ No newline at end of file -- cgit v1.2.3