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authorYurenHao0426 <Blackhao0426@gmail.com>2026-08-01 16:37:01 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-08-01 16:37:01 -0500
commitad8819a63e632e0ba7364c56127e1f31b832530f (patch)
tree405e73e17c397f3bb8317f35be64ad5d3ae0ca52 /RANK_RESULTS.md
parent0ba1fe093c8393c473fd13ec44d07cacb83ec33f (diff)
Close the backbone row: the prediction held
DINOv2-large, twice the depth of base and wider, leaves the shared count at exactly 15 and moves the correlation by less than the segmentation noise floor. Four vision-side interventions now raise the vision field's own rank and leave the intersection alone. The cheap tier of the register is exhausted. What remains is a corpus chosen for naturally wide overlap, promoted to the central bet, and the unbalanced formulation, promoted to the critical path since such a corpus is unlikely to arrive in bijection. Co-Authored-By: Claude <noreply@anthropic.com>
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@@ -85,6 +85,15 @@ side, all measured at matched width:
| 6 spectral segments | 0.692 | 15 |
| 16 spectral segments | 0.679 | 14 |
| annotated region boxes (oracle) | 0.703 | 15 |
+| DINOv2-base, 12 layers, 768-dim | 0.731 | 15 |
+| DINOv2-large, 24 layers, 1024-dim | 0.709 | 15 |
+
+The backbone row was a pre-registered prediction rather than a hope: the width
+had failed to respond to every other vision-side change, so a larger encoder
+was predicted to leave it alone. **Doubling the depth and widening the
+representation leaves the shared count at exactly 15** and moves the
+correlation by less than the segmentation noise floor, in the wrong direction.
+The prediction survives, and the row closes on a measurement.
Handing the pipeline ground-truth boxes buys one direction over unsupervised
segmentation and nothing over using fewer segments. This confirms from a new