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README.md
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# Documentation of Sophistasia
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## Dataset Summary
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This repository contains an annotated dataset of 995 images, categorized into 268 Landscape, 341 Culture, and 386 Street. Each image is accompanied by a description, location, and category. The dataset supports tasks such as image captioning, image-text retrieval, and text-to-image generation, making it a valuable resource.
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## Thematic Chosen
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This dataset includes three thematic categories:
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- **Landscape**: Focuses on natural and architectural elements.
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- **Culture**: Highlights traditions and social practices.
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- **Street**: Covers urban environments and public spaces.
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These themes provide a comprehensive and diverse dataset.
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## Supported Tasks
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- **Image Captioning**: The dataset can be used to train a model that automatically generates a description from an image.
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- **Image-Text Retrieval**: It can also be used for multimodal search models, linking images and text to retrieve one based on the other.
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- **Text-to-Image Generation**: The dataset enables training a model that creates images from textual descriptions.
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## File Format
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The dataset is provided in the Parquet format, ensuring efficient storage and access.
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## Organisation of the Project
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The project is organized under the main directory **Sophistasia**. Inside, there is a **data** folder containing a **train** subfolder with the **data.parquet** file. The **images** folder is divided into two sections:
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- **brutes** (with subfolders **culture**, **landscape**, **street** for the original images)
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- **resized** (containing the same subfolders for the resized images).
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A **readme.md** file is also included with project information.
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## Field Description
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The descriptions of the fields are as follows:
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- **image**: A string that represents the image in base64 format.
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- **description**: A string containing a concise description of the scene depicted in the image.
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- **Location**: A string specifying the original location where the image was taken or what it represents.
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- **category**: A string indicating the category to which the image belongs.
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## Image Sources
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The images in this dataset were either:
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- Captured by our team members.
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- Sourced from copyright-free platforms like Pexels, ensuring they are royalty-free and available for use.
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## Contact
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For any inquiries, please reach out to:
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- **Email**: [[email protected]](mailto:[email protected])
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- **Website**: [databoost.us](https://databoost.us)
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