A NOVEL DATASET FOR VIETNAMESE NEW YEAR FOOD CLASSIFICATION

Food classification has always piqued the interest of both domestic and international researchers, but numerous challenges remain. We present the dataset UIT-TASTET21, which contains over 77,000 color images of 18 traditional Vietnamese Lunar New Year dishes. We have experimented with classification...

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Những tác giả chính: Vo, Duy Nguyen, Ngo, Van Tan Luu, Le, Thi Phuong Vy, Van, Nguyen Ngoc Huyen, Nguyen, Duc Anh Phuc, Ngo, Van Tuan Kiet, Truong, Thanh Thang, Pham, Tan Tai, Dinh, Nhat Minh, Ho, Thai Ngoc, Nguyen, Tan Tran Minh Khang
Định dạng: Bài viết
Ngôn ngữ:English
Được phát hành: Trường Đại học Đà Lạt 2024
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Truy cập trực tuyến:https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/256906
https://tckh.dlu.edu.vn/index.php/tckhdhdl/article/view/989
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spelling oai:scholar.dlu.edu.vn:DLU123456789-2569062024-12-29T01:13:07Z A NOVEL DATASET FOR VIETNAMESE NEW YEAR FOOD CLASSIFICATION Vo, Duy Nguyen Ngo, Van Tan Luu Le, Thi Phuong Vy Van, Nguyen Ngoc Huyen Nguyen, Duc Anh Phuc Ngo, Van Tuan Kiet Truong, Thanh Thang Pham, Tan Tai Dinh, Nhat Minh Ho, Thai Ngoc Nguyen, Tan Tran Minh Khang Convolutional neural network (CNN) Deep feature Food classification Tet holiday Food classification has always piqued the interest of both domestic and international researchers, but numerous challenges remain. We present the dataset UIT-TASTET21, which contains over 77,000 color images of 18 traditional Vietnamese Lunar New Year dishes. We have experimented with classification using feature vectors from network architectures such as VGG16, Inception-v3, ResNet-50, Xception, and MobileNet-v2 to train support vector machines (SVMs), meeting the dataset’s challenges and laying the groundwork for the development of many optimal methods in the future that promise scientific breakthroughs in the service and commercial industries. At the same time, the authors desire to share a piece of Vietnamese cuisine’s distinctiveness with worldwide friends. 2024-12-29T00:39:21Z 2024-12-29T00:39:21Z 2024 Article 0866-787X https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/256906 https://tckh.dlu.edu.vn/index.php/tckhdhdl/article/view/989 10.37569/DalatUniversity.14.3.989(2024) en Dalat University Journal of Science, Volume 14, Issue 3; p.27-38 application/pdf Trường Đại học Đà Lạt
institution Thư viện Trường Đại học Đà Lạt
collection Thư viện số
language English
topic Convolutional neural network (CNN)
Deep feature
Food classification
Tet holiday
spellingShingle Convolutional neural network (CNN)
Deep feature
Food classification
Tet holiday
Vo, Duy Nguyen
Ngo, Van Tan Luu
Le, Thi Phuong Vy
Van, Nguyen Ngoc Huyen
Nguyen, Duc Anh Phuc
Ngo, Van Tuan Kiet
Truong, Thanh Thang
Pham, Tan Tai
Dinh, Nhat Minh
Ho, Thai Ngoc
Nguyen, Tan Tran Minh Khang
A NOVEL DATASET FOR VIETNAMESE NEW YEAR FOOD CLASSIFICATION
description Food classification has always piqued the interest of both domestic and international researchers, but numerous challenges remain. We present the dataset UIT-TASTET21, which contains over 77,000 color images of 18 traditional Vietnamese Lunar New Year dishes. We have experimented with classification using feature vectors from network architectures such as VGG16, Inception-v3, ResNet-50, Xception, and MobileNet-v2 to train support vector machines (SVMs), meeting the dataset’s challenges and laying the groundwork for the development of many optimal methods in the future that promise scientific breakthroughs in the service and commercial industries. At the same time, the authors desire to share a piece of Vietnamese cuisine’s distinctiveness with worldwide friends.
format Article
author Vo, Duy Nguyen
Ngo, Van Tan Luu
Le, Thi Phuong Vy
Van, Nguyen Ngoc Huyen
Nguyen, Duc Anh Phuc
Ngo, Van Tuan Kiet
Truong, Thanh Thang
Pham, Tan Tai
Dinh, Nhat Minh
Ho, Thai Ngoc
Nguyen, Tan Tran Minh Khang
author_facet Vo, Duy Nguyen
Ngo, Van Tan Luu
Le, Thi Phuong Vy
Van, Nguyen Ngoc Huyen
Nguyen, Duc Anh Phuc
Ngo, Van Tuan Kiet
Truong, Thanh Thang
Pham, Tan Tai
Dinh, Nhat Minh
Ho, Thai Ngoc
Nguyen, Tan Tran Minh Khang
author_sort Vo, Duy Nguyen
title A NOVEL DATASET FOR VIETNAMESE NEW YEAR FOOD CLASSIFICATION
title_short A NOVEL DATASET FOR VIETNAMESE NEW YEAR FOOD CLASSIFICATION
title_full A NOVEL DATASET FOR VIETNAMESE NEW YEAR FOOD CLASSIFICATION
title_fullStr A NOVEL DATASET FOR VIETNAMESE NEW YEAR FOOD CLASSIFICATION
title_full_unstemmed A NOVEL DATASET FOR VIETNAMESE NEW YEAR FOOD CLASSIFICATION
title_sort novel dataset for vietnamese new year food classification
publisher Trường Đại học Đà Lạt
publishDate 2024
url https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/256906
https://tckh.dlu.edu.vn/index.php/tckhdhdl/article/view/989
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