Update README.md

README.md

@@ -1,3 +1,42 @@
----
-license: agpl-3.0
----
+---
+license: agpl-3.0
+---
+
+# Front image classification model
+
+This model classifies Open Food Facts images into two classes:
+
+- `front` (ID 0)
+- `other` (ID 1)
+
+Front images are the "default" image of a product, displayed on Open Food Facts product page. A front image is most of the time a photo of the front side of the product packaging.
+It's useful to be able to detect front images so that we can update the front image with a newer version (when the packaging changes for example).
+
+## Model Details
+
+### Model Description
+
+- **Developed by:** Raphaël Bournhonesque
+- **Model type:** Image Classification
+- **License:** AGPL 3.0
+- **Finetuned from model [optional]:** Yolo11n-cls
+
+## Uses
+
+This model is intended to be used on Open Food Facts images only (images of food packaged products).
+
+## Training Details
+
+### Training Data
+
+The dataset used to train the model will be uploaded soon.
+
+### Training Procedure
+
+Epochs: 100
+Image size: 448
+Albumentation augmentation
+
+## Evaluation
+
+accuracy: 0.9525