Update README.md

README.md

@@ -9,4 +9,30 @@ base_model:
 pipeline_tag: image-to-text
 tags:
 - finance
----
+---
+
+## Description
+
+This repository provides three YOLO-based models intended to be used sequentially to extract and recognize digits from document images.
+
+The pipeline works in three stages:
+
+1. **Region Segmentation**
+
+   * `segmenter.pt` (YOLOv11n)
+   * Finds the account number region in a document image
+   * Output is cropped and passed to the next stage
+
+2. **Digit Detection**
+
+   * `BBox.pt` (YOLOv11n)
+   * Detects bounding boxes for each digit within the cropped region
+   * Bounding boxes should be sorted left-to-right
+
+3. **Digit Classification**
+
+   * `Classify.pt` (YOLOv11s-cls)
+   * Classifies each cropped digit image into labels `0–9`
+   * Predictions are concatenated to form the final sequence
+
+---