Update README.md

README.md

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 pinned: false
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-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
-
 # Brain MRI Similarity Recommender
 
 This application allows users to upload a brain MRI image and retrieve the top-3 most similar images from the dataset.
@@ -22,3 +20,13 @@ The system uses CLIP image embeddings and cosine similarity to find visually sim
 2. Click Submit
 3. View similar images and similarity scores
 
+## Dataset & Model
+- **Dataset:** `AIOmarRehan/Brain_Tumor_MRI_Dataset` (7,023 brain MRI images; 4 labels: glioma, meningioma, pituitary, no tumor).
+- **Embedding model:** `openai/clip-vit-base-patch32`.
+
+## Method
+For an uploaded MRI image, we compute a CLIP embedding and compare it to all dataset embeddings using **cosine similarity**.  
+The app returns the **top-3 most similar** images along with their labels and similarity scores.
+
+## Disclaimer
+For educational purposes only — not for medical diagnosis.