Snow Height Classification Dataset

Snow Height Classification dataset provides manually annotated snow height data that can be used for development and evaluation of automatic snow height classification approaches.

A subset of 20 IMIS stations which span different locations and elevations and vary in underlying surface (e.g., vegetation, bare ground, glacier, etc.) were selected and manually annotated with binary two-class ground truth information regarding snow height data:

  • Class 0 - Snow - the surface is covered by snow
  • Class 1 - No Snow - the surface is snow-free (e.g., vegetation, soil, rocks, etc.)

Data has been annotated with the help of domain experts. It should be mentioned that annotating historical data is problematic, as there is no way of checking whether there really was snow at the station or not. This means that assessing the presence of snow with the help of information from other sensors should be considered a best effort approach.

Besides the annotated snow height data, the dataset also contains additional data which are relevant to reproduce results in the following repository: https://gitlabext.wsl.ch/jan.svoboda/snow-height-classification

Any further use of the data has to comply with the CC BY-NC license: https://creativecommons.org/licenses/by-nc/4.0/

Funding Information:

This work was supported by:
  • Swiss Data Science Center (link) (Grant/Award: C21-15L)
  • WSL Institute for Snow and Avalanche Research SLF

Citation:

Svoboda, Jan; Ruesch, Marc; Liechti, David; Jones, Corinne; Zehnder, Michael; Volpi, Michele; Schweizer, Jürg (2024). Snow Height Classification Dataset. EnviDat. doi:10.16904/envidat.512.

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Data and Resources

Metadata

Field Values
DOI 10.16904/envidat.512
Publication State Published
Authors
  • Email: jan.svobodafoo(at)slf.ch Given Name: Jan Family Name: Svoboda Affiliation: WSL Institute for Snow and Avalanche Research SLF
  • Email: marc.rueschfoo(at)slf.ch Given Name: Marc Family Name: Ruesch Affiliation: WSL Institute for Snow and Avalanche Research SLF
  • Email: david.liechtifoo(at)slf.ch Given Name: David Family Name: Liechti Affiliation: WSL Institute for Snow and Avalanche Research SLF
  • Email: corinne.jonesfoo(at)epfl.ch Given Name: Corinne Family Name: Jones Affiliation: Swiss Data Science Center
  • Email: michael.zehnderfoo(at)slf.ch Given Name: Michael Family Name: Zehnder Affiliation: WSL Institute for Snow and Avalanche Research SLF
  • Email: michele.volpifoo(at)sdsc.ethz.ch Given Name: Michele Family Name: Volpi Affiliation: Swiss Data Science Center
  • Email: schweizerfoo(at)wsl.ch Given Name: Jürg Family Name: Schweizer Affiliation: WSL Institute for Snow and Avalanche Research SLF
Contact Person Given Name: Jan Family Name: Svoboda Email: jan.svobodafoo(at)slf.ch
Subtitles
Publication Publisher: EnviDat Year: 2024
Dates
  • Type: Created Date: 1998-01-01 End Date: 2023-05-31
  • Type: Collected Date: 2023-03-31 End Date: 2023-06-30
Version 1.0
Type dataset
General Type Dataset
Language English
Location Switzerland
Content License Other (Specified in the description)
Last Updated June 11, 2024, 06:59 (UTC)
Created May 24, 2024, 12:58 (UTC)