Card: link to the new stroke checks in the GitHub README

README.md

@@ -1,28 +1,29 @@
----
-license: mit
-tags:
-- vesuvius-challenge
-- ink-detection
-- herculaneum
-- ct
----
-
-# Reader V3
-
-**Clearer letters on scrolls it has never seen: strokes that Reader v2 breaks apart and other 9 µm models blur into
-texture or speckle come out whole and separate, with over 10x less false ink than Hecate, and the fastest of them all.**
-
-Reader V3 is the upgrade to [Reader v2](https://huggingface.co/domenicor046/reader-v2): a drop-in checkpoint for the
-Vesuvius Challenge team's own `ink_9um` inference command (`koine_machines.inference.infer`), for the native 9.36 µm and
-8.64 µm scans. Every result is on data the model never trained on.
-
-![Never-seen scroll PHerc0841 w00: Reader V3 against the team's 2.4 µm answer key](never_seen_0841_w00.jpg)
-
-```bash
-python -m koine_machines.inference.infer <surface_volume.zarr> reader-v3.pth out.tif --overlap 0.5 --blend-mode hann --direction both
-```
-
-Full results, whole never-seen segments, U08 on PHerc0343 (letters found by my own pipeline, shown for the first time
-anywhere), the head-to-head and a script that checks every number: https://github.com/DomRusso2/reader-v3
-
-MIT licence. Author: Domenico Russo.
+---
+license: mit
+tags:
+- vesuvius-challenge
+- ink-detection
+- herculaneum
+- ct
+---
+
+# Reader V3
+
+**Clearer letters on scrolls it has never seen: strokes that Reader v2 breaks apart and other 9 µm models blur into
+texture or speckle come out whole and separate, with over 10x less false ink than Hecate, and the fastest of them all.**
+
+Reader V3 is the upgrade to [Reader v2](https://huggingface.co/domenicor046/reader-v2): a drop-in checkpoint for the
+Vesuvius Challenge team's own `ink_9um` inference command (`koine_machines.inference.infer`), for the native 9.36 µm and
+8.64 µm scans. Every result is on data the model never trained on.
+
+![Never-seen scroll PHerc0841 w00: Reader V3 against the team's 2.4 µm answer key](never_seen_0841_w00.jpg)
+
+```bash
+python -m koine_machines.inference.infer <surface_volume.zarr> reader-v3.pth out.tif --overlap 0.5 --blend-mode hann --direction both
+```
+
+Full results, whole never-seen segments, U08 on PHerc0343 (letters found by my own pipeline, shown for the first time
+anywhere), the head-to-head, three checks that the larger context does not invent strokes or close letters (a c into an
+o), and a script that checks every number: https://github.com/DomRusso2/reader-v3
+
+MIT licence. Author: Domenico Russo.