How to cite this Dataset
Vandaele, Remy, Dance, Sarah and Ojha, Varun (2021): Deep learning for the estimation of water-levels using river cameras: networks and datasets. University of Reading. Dataset. https://doi.org/10.17864/1947.282
Description
This dataset contains:
- The networks weights (weights.zip) that were obtained and used in our papers [1, 2]. We refer to these papers for the methodology used to obtain those weights. Those weights can be used for the binary water semantic segmentation of new images, or for comparison with our methods.
- The river camera images (DIGLIS.zip/EVESHAM.zip/STRENSHAM.zip/TEWKESBURY.zip) for the experiments that we presented in [2]. The images can be used for water segmentation and flood analysis purposes.
Related publications:
[1] Remy Vandaele, Sarah L. Dance, Varun Ojha; Automated water segmentation and river level detection on camera images using transfer learning; 2020; Proceedings of the DAGM German Conference on Pattern Recognition (Accepted)
[2] Remy Vandaele, Sarah L. Dance, Varun Ojha; Deep learning for the estimation of water-levels using river cameras; 2020; Hydrology and Earth System Science (in preparation)
Resource Type: | Dataset |
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Creators: | Vandaele, Remy, Dance, Sarah ORCID: https://orcid.org/0000-0003-1690-3338 and Ojha, Varun |
Rights-holders: | University of Reading, Farson Digital Limited |
Data Publisher: | University of Reading |
Publication Year: | 2021 |
Data last accessed: | 2 December 2024 |
DOI: | https://doi.org/10.17864/1947.282 |
Metadata Record URL: | https://researchdata.reading.ac.uk/id/eprint/282 |
Organisational units: | Science > School of Mathematical, Computational and Physical Sciences > Department of Mathematics and Statistics Science > School of Mathematical, Computational and Physical Sciences > Department of Computer Science Science > School of Mathematical, Computational and Physical Sciences > Department of Meteorology |
Participating Organisations: | University of Reading, Farson Digital Limited |
Keywords: | water segmentation, river camera images, river-level estimation |
Rights: |
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Data Availability: | OPEN |