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authorYuren Hao <blackhao0426@gmail.com>2026-08-01 14:11:25 -0500
committerYuren Hao <blackhao0426@gmail.com>2026-08-01 14:11:25 -0500
commitebc2e7f5129b81db745ad15e5b78b69a95b9837c (patch)
tree07ae6afc906f0c7090d659476504f93454166357 /artifacts/vg_5k
parenta62cf4d2a99b4a7985c61b2a7feb92a82a8218b7 (diff)
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 <noreply@anthropic.com>
Diffstat (limited to 'artifacts/vg_5k')
-rw-r--r--artifacts/vg_5k/natural_pipeline_orbit.json8
1 files changed, 8 insertions, 0 deletions
diff --git a/artifacts/vg_5k/natural_pipeline_orbit.json b/artifacts/vg_5k/natural_pipeline_orbit.json
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+++ 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