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--- |
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language: en |
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tags: |
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- tensorflow |
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- gradio |
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- image-processing |
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- glaciers |
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license: apache-2.0 |
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datasets: |
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- custom |
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metrics: |
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- accuracy |
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widget: |
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- text: "Upload an image of a glacier to predict boundaries." |
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--- |
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Here's a complete and enhanced version of your Gradio interface documentation for the SGDNet model. This documentation can be part of your model card on Hugging Face or included as a `README.md` in your project repository. It provides clear instructions on setup, usage, and how to interact with the model through Gradio. |
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# SGDNet Gradio Interface |
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This is a Gradio interface for the SGDNet model, designed to extract glacier boundaries from multisource remote sensing data. The interface provides a user-friendly method to upload satellite images and visualize the predicted glacier boundaries. |
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## Setup Instructions |
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Follow these steps to get the Gradio interface up and running on your local machine: |
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### Prerequisites |
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Ensure you have Python installed on your system. The interface is built using Gradio, and the model is implemented in TensorFlow. |
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### Installation |
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1. **Clone the repository:** |
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Ensure you have git installed and then clone the repository containing the SGDNet model and the Gradio interface code. |
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```bash |
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git clone https://huggingface.co/your_username/SGDNet-gradio |
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cd SGDNet-gradio |
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``` |
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2. **Install the required packages:** |
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Use pip to install the required Python packages from the `requirements.txt` file. |
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```bash |
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pip install -r requirements.txt |
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``` |
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### Running the Interface |
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1. **Start the Gradio app:** |
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Run the Gradio interface using the command below. This command executes the Python script that launches the Gradio interface. |
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```bash |
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python gradio_app.py |
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``` |
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2. **Access the Interface:** |
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Open your web browser and navigate to the URL provided in the command line output (typically `http://127.0.0.1:7860`). This URL hosts your interactive Gradio interface. |
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## How to Use the Interface |
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- **Upload Image**: Click on the upload area or drag and drop an image file to upload a satellite image of a glacier. |
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- **Submit Image**: After uploading the image, click the "Predict" button to process the image through the SGDNet model. |
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- **View Results**: The interface will display the original image alongside the glacier boundary predictions, allowing you to compare and analyze the results. |
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## Features |
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- **Interactive Uploads**: Users can easily upload images through a simple web interface. |
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- **Real-time Predictions**: The model processes images and provides predictions in real-time. |
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- **Visual Comparisons**: Directly compare the uploaded images with their prediction outputs. |
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## Further Help |
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If you encounter any issues or have questions about using the interface, please refer to the documentation on Hugging Face or submit an issue in the repository. |
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