Update README.md

README.md

@@ -1,3 +1,22 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+---
+# thera-edsr-plus
+
+## Overview
+
+This is a model from the paper [Thera: Aliasing-Free Arbitrary-Scale Super-Resolution with Neural Heat Fields](https://huggingface.co/papers/2311.17643). 
+It enables SOTA arbitrary-scale super-resolution, leveraging a built-in analytically correct observation model 
+for anti-aliasing when moving across scales.
+
+## Model Details
+
+- **Description**: This model can be used to enable super-resolution of single images at arbitrary, non-integer scaling factors.
+- **Backbone**: `EDSR-baseline`
+- **Variant**: `Plus`
+- **Training Dataset**: `DIV2K`
+
+
+## License
+
+Apache-2.0