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Generalised classification of fluvial scenes with deep learning methods [dataset] Open Access

This dataset supports the development of a deep learning classifier specialised in hyperspatial (<10cm) resolution imagery of fluvial scenes such that can be obtained from a drone survey. The dataset has images from 11 rivers. this data is split into training and validation images, all with class label information totalling 5 billion classified pixels.

Descriptions

Resource type
Dataset
Contributors
Creator: Carbonneau, Patrice 1
Data collector: Dugdale, Steve 2
Data collector: Miyamoto, Hitoshi 3
Data collector: Woodget, Amy 4
Data collector: Fonstad, Mark 5
Data collector: Dietrich, James 6
Data collector: Breckon, Toby 1
1 Durham University
2 University of Nottingham
3 Shibaura Institute of Tech., Japan
4 Loughborough University
5 University of Oregon
6 University of Northern Iowa
Funder
Research methods
Deep learning
Other description
This data is linked to code in the following GitHub repository:  https://github.com/geojames/Self-Supervised-Classification

The dataset is zipped in a single large file. Once downloaded, the internal file structure should be preserved since it partitions training and prediction (validation) data. The unzipped file structure is compatible with the source code available on GitHub.
Keyword
Deep learning
Fluvial remote sensing
UAV imagery
Subject
Remote sensing
Location
Language
Cited in
Identifier
ark:/32150/r2f1881k904
doi:10.15128/r2f1881k904
Rights
Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC)

Publisher
Durham University
Date Created

File Details

Depositor
N. Syrotiuk
Date Uploaded
Date Modified
2 May 2019, 15:05:11
Audit Status
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Characterization
File format: zip (ZIP Format)
Mime type: application/zip
File size: 4200051587
Last modified: 2019:05:02 09:08:21+01:00
Filename: Deep_Learning_Data.zip
Original checksum: cf6e2eef2800b23f106cf7f71dde600a
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User N. Syrotiuk has updated Generalised classification of fluvial scenes with deep learning methods [dataset] 24 days ago
User N. Syrotiuk has updated Generalised classification of fluvial scenes with deep learning methods [dataset] 24 days ago
User N. Syrotiuk has updated Generalised classification of fluvial scenes with deep learning methods [dataset] 24 days ago
User N. Syrotiuk has updated Generalised classification of fluvial scenes with deep learning methods [dataset] 24 days ago
User N. Syrotiuk has updated Generalised classification of fluvial scenes with deep learning methods [dataset] 25 days ago
User N. Syrotiuk has deposited Generalised classification of fluvial scenes with deep learning methods [dataset] 25 days ago