Update README.md

README.md

@@ -4,4 +4,24 @@ metrics:
 - accuracy
 - f1
 ---
-See https://www.kaggle.com/code/dima806/shoe-type-image-detection-vit for more details.
+Return shoe type given an image.
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6449300e3adf50d864095b90/VRp8h5fKGtsdi_ydGM2Oj.png)
+
+See https://www.kaggle.com/code/dima806/shoe-type-image-detection-vit for more details.
+
+```
+Classification report:
+
+              precision    recall  f1-score   support
+
+        Clog     0.9748    0.9598    0.9672      1169
+      Brogue     0.9804    0.9812    0.9808      1170
+     Sneaker     0.9718    0.9735    0.9727      1170
+        Boat     0.9642    0.9658    0.9650      1170
+ Ballet Flat     0.9729    0.9837    0.9783      1169
+
+    accuracy                         0.9728      5848
+   macro avg     0.9728    0.9728    0.9728      5848
+weighted avg     0.9728    0.9728    0.9728      5848
+```