Data · dataset
Classification of Benthic Substrates by Artificial Intelligence on the St. Lawrence Shoreline - Grosse Pointe | Classification des substrats benthiques par intelligence artificielle sur le littoral du Saint-Laurent - Grosse Pointe
Listed in St. Lawrence Global Observatory - CIOOS | Observatoire global du Saint-Laurent - SIOOC
The substrate classification data were generated with two machine learning models: (1) A first model trained with field truth data from Fisheries and Oceans Canada and using a gradient reinforcement method.
Description
(2) A second model trained without field truth data and based on a Gaussian mixture method. The aim of generating this data is to facilitate the classification of substrates for various fields (fishing, dredging, gas and oil) via artificial intelligence, and to make it more accessible because it is less expensive from an operational point of view.
Links
Where it is published
- ERDDAP dataset info erddap.ogsl.ca/erddap/info/cidcoBenthicSubstrateAiGrossePointe/index.html ↗
landing page · from erddap ogsl ca
Documentation and papers
- Dataset documentation cidco.ca ↗
documentation · from erddap ogsl ca
Catalogue records · 1
- ERDDAP griddap access form erddap.ogsl.ca/erddap/griddap/cidcoBenthicSubstrateAiGrossePointe.html ↗
metadata API · from erddap ogsl ca
Topics
- From keywords
- Ocean & Atmospheric Science
- Inferred from text
- Oceanography 74%
Provenance · 1 source records, 7 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| St. Lawrence Global Observatory - CIOOS | Observatoire global du Saint-Laurent - SIOOC | cidcoBenthicSubstrateAiGrossePointe | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · erddap ogsl ca | connector:erddap_ogsl_ca@1.0.0 | |
| concepts[field].anzsrc:group:3708 | enrichment · erddap ogsl ca | taxonomy-embedding@1.1.0 | title+keywords+description (74%) |
| concepts[field].local:field:ocean-atmospheric | mapping · erddap ogsl ca | connector:erddap_ogsl_ca@1.0.0 | |
| description | source · erddap ogsl ca | connector:erddap_ogsl_ca@1.0.0 | /summary |
| spatial | source · erddap ogsl ca | connector:erddap_ogsl_ca@1.0.0 | |
| temporal | source · erddap ogsl ca | connector:erddap_ogsl_ca@1.0.0 | |
| title | source · erddap ogsl ca | connector:erddap_ogsl_ca@1.0.0 | /title |