The BeachLitter dataset for image segmentation of beach litter

Citation Author(s):
Daisuke
Matsuoka
Submitted by:
Ashwini pal
Last updated:
Tue, 10/31/2023 - 12:50
DOI:
10.21227/s63q-cz84
Data Format:
*.jpg
Research Article Link:
The BeachLitter dataset for image segmentation of beach litter
Links:
The BeachLitter dataset for image segmentation of beach litter
License:
Creative Commons Attribution
443 Views
Categories:
Climate Change/Environmental
Keywords:
marine, beach, litter, waste, aerial images
0
0 ratings - Please login to submit your rating.
ACCESS DATASET CITE SHARE/EMBED

Abstract 

This dataset consists of 3500 images of beach litter and 3500 corresponding pixel-wise labelled images. Although performing such pixel-by-pixel semantic masking is expensive, it allows us to build machine-learning models that can perform more sophisticated automated visual processing. We believe this dataset may be of significance to the scientific communities concerned with marine pollution and computer vision, as this dataset can be used for benchmarking in the tasks involving the evaluation of marine pollution with various machine learning models. The beach litter images were obtained from coastal environment surveys conducted between 2011 and 2019 by the Yamagata Prefectural Government, Japan. These images were originally obtained owing to the reporting guidelines concerning regular coastal-environmental-cleanup and beach-litter-monitoring surveys. Based on these images, the Japan Agency for Marine-Earth Science and Technology created 3500 images comprising eight classes of semantic masks for beach litter detection

Instructions: 

The BeachLitter Dataset Ver.2022.

Citation--------------------------------------
If you use this dataset in your research, please cite this publication:
Daisuke Sugiyama, Mitsuko Hidaka, Daisuke Matsuoka, Koshiro Murakami, Shinfichiro Kako, The BeachLitter Dataset for Image Segmentation of Beach Litter, Data in Brief (2022).

Disclaimer------------------------------------
Japan Agency for Marine-Earth Science and Technology (JAMSTEC) will disclose and provide these
data sets for machine leaning (the "Data Sets") under the following conditions:
 
1. JAMSTEC's@intention of disclosure and provision of the Data Sets is to allow the Researchers
to use the Data Sets for the purpose of their machine learning research. Researchers shall use the
Data Sets only for non-profit and non-commercial research purposes.
2. JAMSTEC makes no representations or warranties regarding the Data Sets, including but not limited
to, completeness, safety, accuracy of the Data Sets, its fitness for a particular purpose,
non-infringement of intellectual property rights of any third parties including copyright law
in related countries regarding the distribution and use of works including images used or
included in the Data Sets.
3. When necessary in the countries where the Researchers will use or distribute the Data Sets
or any outcome from Researchers' use of the Data Sets, Researchers shall, at their own responsibility,
obtain and secure the appropriate legal rights including intellectual property rights for use of the
raw images, other works, materials and information and shall comply with all relevant laws and regulations,
in such countries.  Researchers shall defend and indemnify JAMSTEC against from any claims which may arise
from the Researchers' use of the Data Sets and any outcome obtained by the Researchers of such use.
4. The Data Sets are created by JAMSTEC in Japan and, therefore, Japanese laws shall apply to and govern
the disclosure and provision of Data Sets and said conditions specified hereunder as well as any disputes
therefrom.

Comments

  

Submitted by venugopal N on Tue, 08/27/2024 - 07:32

Dataset Files

LOGIN TO ACCESS DATASET FILES

 

QUESTIONS?