AMRITAFLOODDATA

Citation Author(s):
Bhavana
B. Nair
Center for Wireless Networks & Applications (WNA), Amrita Vishwa Vidyapeetham, Amritapuri, Indi
Submitted by:
Bhavana B. Nair
Last updated:
Thu, 04/04/2024 - 14:48
DOI:
10.21227/416n-t641
Data Format:
*.jpg
License:
Creative Commons Attribution
187 Views
Categories:
Artificial Intelligence
Computer Vision
Keywords:
artificial intelligence; computer vision; deep learning algorithm
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Abstract 

For the semantic segmentation to be effectively done, a labelled flood scene image dataset was created. This initiative was undertaken with official permission obtained from the BBC News Website and YouTube channel, providing a valuable dataset for our research. We were granted permission to use flood-related videos for research purposes, ensuring ethical and legal considerations. Specifically, videos were sourced from the BBC News YouTube channel. The obtained videos were then processed to extract image frames, resulting in a dataset comprising 10,854 images. This substantial dataset served as the foundation for training and evaluating our flood scene classification models. To augment the dataset and enhance model generalisation, various image data augmentation techniques were employed. Transformations such as rotation, flipping, and scaling were applied to diversify the dataset.

Instructions: 

The dataset consists of 10,854 flood scene image in .jpg format and can be used for the tarining and testing of machine learning model for flood monitoring systems.

Comments

The dataset will be helpful for researchers who are working with image dataset for design and development of flood monitoring system.

Submitted by Bhavana B. Nair on Thu, 04/04/2024 - 15:19

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Submitted by Bhavana B. Nair on Thu, 04/04/2024 - 15:29

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