Update README.md

README.md

@@ -63,4 +63,40 @@ classification/
     model.joblib
     metadata.json
     metrics.json
-```
+```
+## Not Included
+`classification/feature_encoder/uni2h/`
+
+UNI2-h is not redistributed. The CALHippo setup script downloads or loads UNI2-h
+only after the user has obtained upstream access and authenticated with Hugging
+Face.
+
+## Attribution
+
+If you use these model weights, please cite the CALHippo framework and the
+upstream resources used by the pipeline, including BigBrain and the relevant
+model families:
+
+BigBrain
+Selected 1 micron BigBrain histological sections
+Cellpose / Cellpose-SAM
+HoVer-Net
+InstanSeg
+StarDist
+UNI / UNI2-h, when using the UNI2-h classification path
+
+Please also retain attribution and license notices for upstream software and
+model components used by the CALHippo framework.
+
+## Intended Use
+
+These weights are intended for non-commercial academic research on histological
+image analysis, hippocampal cellular annotation, segmentation, classification,
+density estimation, and mesoscale reconstruction.
+
+They are not intended for clinical diagnosis, medical decision-making, or
+commercial deployment.
+
+## Loading with the CALHippo framework
+
+The recommended way to obtain these artifacts is through the  [CALHippo Framework](https://github.com/AImageLab-zip/CALHippo-Framework)