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Updated README

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@@ -8,30 +8,8 @@ app_file: app.py
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  pinned: false
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  ---
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- # Configuration
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- `title`: _string_
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- Display title for the Space
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- `emoji`: _string_
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- Space emoji (emoji-only character allowed)
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-
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- `colorFrom`: _string_
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- Color for Thumbnail gradient (red, yellow, green, blue, indigo, purple, pink, gray)
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-
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- `colorTo`: _string_
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- Color for Thumbnail gradient (red, yellow, green, blue, indigo, purple, pink, gray)
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-
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- `sdk`: _string_
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- Can be either `gradio` or `streamlit`
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-
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- `sdk_version` : _string_
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- Only applicable for `streamlit` SDK.
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- See [doc](https://hf.co/docs/hub/spaces) for more info on supported versions.
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-
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- `app_file`: _string_
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- Path to your main application file (which contains either `gradio` or `streamlit` Python code).
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- Path is relative to the root of the repository.
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-
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- `pinned`: _boolean_
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- Whether the Space stays on top of your list.
 
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  pinned: false
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  ---
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+ # Visualizing Deep Similarity Networks
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+ A quick demo to visualize the similarity between two images.
 
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+ [Original Paper](https://arxiv.org/pdf/1901.00536.pdf) - [Github Page](https://github.com/GWUvision/Similarity-Visualization)