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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

Home Page: https://ieeexplore.ieee.org/abstract/document/9530774

License: MIT License

Jupyter Notebook 97.57% JavaScript 1.46% HTML 0.50% Python 0.47%
data-science dataset google-sheets kaggle vietnamese-foods

30vnfoods's Introduction

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

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