Launch V45 expanded corpus training loop
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Jens
2026-07-29 22:19:06 +02:00
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protected test and pure-background sets.
- Obtain final representative human contact-sheet approval, promote the exact
checksummed model, and redeploy from the canonical Tower directory.
## 2026-07-29 - V44 Flemish corpus expansion and V45 training loop
- Acquired twelve independent Flemish train-only AOIs covering dense coastal
development, ribbon development, industry, dunes, docks and pure-empty
agricultural background. The immutable expansion manifest SHA-256 is
`62fdb4adee46ff67a40636f30a22fc97b8c9bd14516cbe0a24ed0de2db56f4fb`.
- Refined 2,391 labels with SAM2 on `cuda:0`; 124 unsafe refinements fell back
to their source geometry. Lossless overlap retiling retained all 2,515
unique source labels in 192 tiles.
- Composed the 168-AOI V44 corpus and retained the exact V42 calibration,
protected-test, background-test and internal-validation assignments. The
rotated manifest SHA-256 is
`448bb3ec426a6af129f01d29732160f84b9936c9871a033de13a7d98b9d25112`.
- Corpus evidence reports 30,113 accepted features, zero temporal-unknown
samples, zero spatial leakage and zero protected samples in training. The
YOLO dataset-quality audit passed. Automated corpus checks have no failures;
final human contact-sheet review remains deliberately deferred until every
model release gate passes.
- Added the reproducible V45 command. It starts from the strongest V43 Flemish
checkpoint (`iteration-005`, SHA-256
`be8c5a4d27dfcd03e29e59ce78ea66d3c772c3e612c08b71fd457d3006001b71`)
and trains against the expanded V44 corpus on the NVIDIA server.