DASH-DIET-101 Computer Vision Project

DASH101

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Description

DASH-DIET-101


About DASH-DIET-101

DASH-DIET-101 is created by Bhavya Bansal, Dhruv Sehgal, Yogita Gehani, Ayush Rai and Nikunj Bansal with a goal of building a model to detect food items that reduces Hypertension. It contains more than 60,000 images of 101 popular food items belonging to DASH.

Reference: DASH: Dietary Approaches to Stop Hypertension.

Data collection

We used search engines (Google and Bing) to crawl and look for suitable images using JavaScript queries for each food item from the list created. The images with incomplete RGB channels were removed, and the images collected from different search engines were compiled. When downloading images from search engines, many images were irrelevant to the purpose, especially the ones with a lot of text in them. We deployed the EAST text detector to segregate such images. Finally, a comprehensive manual inspection was conducted to ensure the relevancy of images in the dataset.

Fair use

This dataset contains some copyrighted material whose use has not been specifically authorized by the copyright owners. In an effort to advance scientific research, we make this material available for academic research. If you wish to use copyrighted material in our dataset for purposes of your own that go beyond non-commercial research and academic purposes, you must obtain permission directly from the copyright owner. We believe this constitutes a 'fair use' of any such copyrighted material as provided for in section 107 of the US Copyright Law. In accordance with Title 17 U.S.C. Section 107, the material on this site is distributed without profit to those who have expressed a prior interest in receiving the included information for non-commercial research and educational purposes.(adapted from Christopher Thomas).

Citation

If you find our dataset useful, please cite us as:

@dataset{dataset,
author = {Bansal, Bhavya and Bansal, Nikunj and Sehgal, Dhruv and Gehani, Yogita and Rai, Ayush},
year = {2023},
title = {DASH-DIET-101 Dataset},
publisher = {Roboflow Universe},
url = {https://universe.roboflow.com/dash101/dash-diet-101},
}

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Cite This Project

LICENSE
CC BY 4.0

If you use this dataset in a research paper, please cite it using the following BibTeX:

                        @misc{
                            dash-diet-101_dataset,
                            title = { DASH-DIET-101 Dataset },
                            type = { Open Source Dataset },
                            author = { DASH101 },
                            howpublished = { \url{ https://universe.roboflow.com/dash101/dash-diet-101 } },
                            url = { https://universe.roboflow.com/dash101/dash-diet-101 },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2024 },
                            month = { aug },
                            note = { visited on 2024-12-02 },
                            }