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README.md

@@ -26,11 +26,27 @@ We show that a lot of this bulk is actually _unnecessary_. Instead of manually a
 
 ## Intended uses & limitations
 
-Hiera can be used for image classification, feature extraction or masked image modeling. Ellipsis
+Hiera can be used for image classification, feature extraction or masked image modeling. This checkpoint in specific is intended for **Masked Image Modeling**.
 
 ### How to use
 
-Ellipsis
+```python
+from transformers import AutoImageProcessor, HieraForPreTraining
+import torch
+from PIL import Image
+import requests
+
+url = "http://images.cocodataset.org/val2017/000000039769.jpg"
+image = Image.open(requests.get(url, stream=True).raw)
+
+image_processor = AutoImageProcessor.from_pretrained("facebook/hiera-tiny-224-mae-hf")
+model = HieraForPreTraining.from_pretrained("facebook/hiera-tiny-224-mae-hf")
+
+inputs = image_processor(images=image, return_tensors="pt")
+outputs = model(**inputs)
+logits = outputs.logits
+loss = outputs.loss
+```
 
 
 ### BibTeX entry and citation info