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# Central Asian Food Dataset
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This work introduces the Central Asian Food Dataset (CAFD), a new dataset containing 16,499 images of food items across 42 classes. The dataset is imbalanced; the class distribution is visually represented in the provided image.
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[![Sample Images](https://github.com/IS2AI/Kazakh-Food-Dataset/blob/main/figures/samples.png)](https://github.com/IS2AI/Kazakh-Food-Dataset/blob/main/figures/samples.png)
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[![Class Distribution](https://github.com/IS2AI/Kazakh-Food-Dataset/blob/main/figures/stats_plot.png)](https://github.com/IS2AI/Kazakh-Food-Dataset/blob/main/figures/stats_plot.png)
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## Dataset Download
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The CAFD dataset can be downloaded here: [https://issai.nu.edu.kz/wp-content/themes/issai-new/data/models/CAFD/CAFD.zip](https://issai.nu.edu.kz/wp-content/themes/issai-new/data/models/CAFD/CAFD.zip). Contact [email protected] for any download issues.
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## Pre-trained Models
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Several pre-trained models are available for download. These models were trained and evaluated on the CAFD dataset, and some also on the Food1K dataset.
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### Model Weights
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* **ResNet152 trained on CAFD:** [https://issai.nu.edu.kz/wp-content/themes/issai-new/data/models/CAFD/cafd_resnet152.pt](https://issai.nu.edu.kz/wp-content/themes/issai-new/data/models/CAFD/cafd_resnet152.pt)
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* **EfficientNet-b4 trained on Food1K + CAFD:** [https://issai.nu.edu.kz/wp-content/themes/issai-new/data/models/CAFD/food1k_kfd_efficientnet.pt](https://issai.nu.edu.kz/wp-content/themes/issai-new/data/models/CAFD/food1k_kfd_efficientnet.pt)
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