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Abstract

We have proposed a deep convolution neural network (CNN) approach for the accurate estimation of the cloud coverage (CC) from images captured by a consumer camera, i.e., snapshot pictures. The results have shown that the present CNN has the potential to allow consumer cameras to be used as remote weather sensors. (see the journal paper: https://doi.org/10.2151/sola.2017-043) Here we publish the dataset used for the training and evaluation of the proposed CNN. The dataset consists of camera images and their cloud coverages (integer values ranging from 0 to 10), which were labeled by human labelers. As described in the above-mentioned paper, most of the camera images were collected from the Flickr website, and some of their copyrights are not clear. Therefore, the image data themselves are not included in the dataset, and they should be downloaded from the internet. Please read the documents for how to download the image data. If you use this dataset, please read "Use Constraints" shown at "Detail info." mode.

Data Set Citation

Dataset Creator
Ryo Onishi, Daisuke Sugiyama
Dataset Title
Cloud coverage in snapshot camera images
Other Citation Details
Ryo Onishi, Daisuke Sugiyama (2020) Cloud coverage in snapshot camera images. JAMSTEC. doi:10.17596/0002071 (accessed YYYY-MM-DD); Onishi, R., and D. Sugiyama. Deep convolutional neural network for cloud coverage estimation from snapshot camera images. SOLA, 2017, 13, 235-239, doi:10.2151/sola.2017-043
Persistent Identifier
Type
DOI
Identifier
10.17596/0002071

Keyword List

ISO Topic Category
CLIMATOLOGY/METEOROLOGY/ATMOSPHERE
Parameter
EARTH SCIENCE>ATMOSPHERE>CLOUDS>CLOUD PROPERTIES>CLOUD FRACTION
Platform
Other
JAMSTEC
machine learning

Use Constraints

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.

Originating Center

JAMSTEC

Organization

Organization Type
ORIGINATOR
Organization Name
Short Name
JAMSTEC
Long Name
Japan Agency for Marine-Earth Science and Technology
Personnel
Role
DATA CENTER CONTACT
Contact
dmo@jamstec.go.jp (dmo@jamstec.go.jp)

Related URL

Description
Onishi and Sugiyama (2017)
Description
Cloud coverage in snapshot camera images - Catalog Page

Last Metadata Revision Date

2022-11-18