Update README.md

README.md

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 license: openrail
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-Beta version of TemporalNet, to improve temporal consistency for results like this: https://twitter.com/CiaraRowles1/status/1637486561917906944
+Introducing the Beta Version of TemporalNet
 
-Note: this will not remove all flickering, just reduce it, especially at higher denoise levels.
-
-The best results will probably be achieved with this and several other methods in conjunction.
+TemporalNet is designed to enhance the temporal consistency of generated outputs, as demonstrated in this example: https://twitter.com/CiaraRowles1/status/1637486561917906944. While it does not eliminate all flickering, it significantly reduces it, particularly at higher denoise levels. For optimal results, it is recommended to use TemporalNet in combination with other methods.
 
 Instructions for Use:
 
-1) Make a Folder with a folder called "Input_Images" containing the input frames, a png called init.png that is already stylized in the style you want and the temporalvideo.py script.)
-2) modify the temporalvideo.py script with any changes you want, i.e the resolution for the image, the prompt and the controlnet settings.
-3) Run Automatic1111s Web UI with the --api setting enabled.
-4) Run the python script.
+1) Create a folder that contains:
+
+- A subfolder named "Input_Images" with the input frames
+- A PNG file called "init.png" that is pre-stylized in your desired style
+- The "temporalvideo.py" script
+
+2) Customize the "temporalvideo.py" script according to your preferences, such as the image resolution, prompt, and control net settings.
 
-Note: The init image will not significantly affect the style of the output video, it's just to ensure there isn't a big jump in aesthetic over the first few frames. 
+3) Launch Automatic1111's Web UI with the --api setting enabled.
+
+4) Execute the Python script.
+
+Please note that the "init.png" image will not significantly influence the style of the output video. Its primary purpose is to prevent a drastic change in aesthetics during the first few frames.
 
 ToDo:
-1) Write an extension to work with this so you can just use it out of the web ui.
-2) Add functionality so the init image will auto-generate if none is provided.
+
+Develop an extension for seamless integration with the web UI.
+Introduce a feature that automatically generates an "init.png" image if none is provided.