Complete the new verification layer for simple-outline templates.
- dino_dense_matcher.py: DINOv2 dense sliding-window matcher with a fast
NCC scale probe. Activates as Pass C in detect_auto only when the pattern
appears larger than the template (probe_s > 1.10) — the regime NCC's
[0.30-1.0] scale grid structurally cannot reach.
- pipeline.py: gate Pass C behind a new `use_dino_dense` config flag
(default True; preserves the validated 10/10 behaviour).
- dino_verifier.py: embed_crops_normalized() for orientation-invariant
prototype/dense embeddings.
- Remove clip_verifier.py: model_survey benchmark showed CLIP image-to-image
gives no FP separation over DINOv2, and text-guided mode breaks zero-shot.
- model_survey.md: record the CLIP finding and the DINODense A/B result
(ON==OFF on all 2 examples + 6 real drawings; dense is a dormant
scale-invariant fallback for the untested larger-than-template case).
- scripts/eval_all.py, eval_drawings.py: A/B evaluation harnesses.
…
