Update README.md

README.md

@@ -1,48 +1,49 @@
 ---
-license: creativeml-openrail-m
+license: mit
 ---
 
-# InstructPix2Pix checkpoint fine-tuned on [RealEdit](https://peter-sushko.github.io/RealEdit/). 
+# InstructPix2Pix checkpoint finetuned with the [RealEdit](https://peter-sushko.github.io/RealEdit/) dataset
 
-## 1. Env Setup
+## 1 · Environment preparation
 
-To use the InstructPix2Pix checkpoint fine-tuned on MagicBrush, set up env with following command:
+Clone the repository and set up the directory structure:
 
-```shell
+```bash
 git clone https://github.com/timothybrooks/instruct-pix2pix.git
 cd instruct-pix2pix
 mkdir checkpoints
 ```
 
-Download this checkpoint into `checkpoints` folder via
+Download the fine-tuned checkpoint into the `checkpoints` directory:
 
-```shell
+```bash
 cd checkpoints
 # wget https://huggingface.co/peter-sushko/RealEdit/resolve/main/realedit_model.ckpt
-
 ```
 
-Then go back to the root folder and set up the running env following the [InstructPix2Pix](https://github.com/timothybrooks/instruct-pix2pix) guidelines.
+Return to the repo root and follow the [InstructPix2Pix installation guide](https://github.com/timothybrooks/instruct-pix2pix) to set up the environment.
 
-## 2. Launch
+## 2 · Running the model
 
-### Edit a single image:
+### Edit a single image
 
-```python
-python edit_cli.py --input [YOUR_IMG_PATH] --output imgs/output.jpg --edit "EDIT INSTRUCTION" --ckpt checkpoints/MagicBrush-epoch-52-step-4999.ckpt
- 
+```bash
+python edit_cli.py \
+  --input [YOUR_IMG_PATH] \
+  --output imgs/output.jpg \
+  --edit "YOUR EDIT INSTRUCTION" \
+  --ckpt checkpoints/realedit_model.ckpt
+```
 
-### Run the interactive editing Gradio app:
+### Launch the Gradio interface
 
-```python
+```bash
 python edit_app.py --ckpt checkpoints/realedit_model.ckpt
 ```
 
-
-
 ## Citation
 
-If you find this checkpoint useful, please consider citing our paper:
+If you find this checkpoint helpful, please cite:
 
 ```
 @misc{sushko2025realeditredditeditslargescale,
@@ -55,14 +56,3 @@ If you find this checkpoint useful, please consider citing our paper:
       url={https://arxiv.org/abs/2502.03629}, 
 }
 ```
-
-And prior work:
-
-```
-@InProceedings{brooks2022instructpix2pix,
-    author     = {Brooks, Tim and Holynski, Aleksander and Efros, Alexei A.},
-    title      = {InstructPix2Pix: Learning to Follow Image Editing Instructions},
-    booktitle  = {CVPR},
-    year       = {2023},
-}
-```