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An end-to-end implementation process for building, labeling & deploying a dataset with 25136 images of 30 Vietnamese foods & their URLs: https://www.kaggle.com/quandang/vietnamese-foods

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A Dataset for Vietnamese Food Images Recognition

Publication

Paper: https://ieeexplore.ieee.org/abstract/document/9530774

This paper introduces a large dataset of 25136 images of 30 popular Vietnamese foods. Several machine learning and deep learning image classification techniques have been applied to test the dataset and the results were compared and report. A decent accuracy of 77.54% and a high top 5-accuracy of 96.07% were achieved. The dataset and the performance comparison of state-of-the-art algorithm tested on the dataset will be useful for ones to develop new food image classification algorithms.

Implementation process

  1. Collecting Data: https://git.io/Jthak

  2. Preprocessing Data:

  3. Model Implement: https://git.io/Jc1Bi

  4. Model Evaluation: https://git.io/Jc7fL

  5. Deployment: temporarily inactive due to the large model exceeded my Git LFS quota. You can watch the demo or try to make your own deployment with our trained models using Streamlit

License

MIT License

Copyright (c) 2021 Quan Dang

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.

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An end-to-end implementation process for building, labeling & deploying a dataset with 25136 images of 30 Vietnamese foods & their URLs: https://www.kaggle.com/quandang/vietnamese-foods

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