add citation references

CITATION.cff

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+cff-version: 1.2.0
+title: Machine Learning Model Extension Specification for SpatioTemporal Asset Catalog
+alias: mlm
+message: >-
+  If you use this standard or software, please cite it using the metadata from this file.
+type: standard
+repository: "https://github.com/crim-ca/mlm-extension"
+repository-code: "https://github.com/stac-extensions/mlm"
+license: Apache-2.0
+license-url: https://github.com/stac-extensions/mlm/blob/main/LICENSE
+identifiers:
+  - type: doi
+    value: "10.1145/3681769.3698586"
+    description: "Conference paper presenting the standard."
+  - type: url
+    value: "https://stac-extensions.github.io/mlm/"
+    description: "The URL of the specific extension used in 'stac_extensions' references."
+authors:
+  - given-names: Francis
+    family-names: Charette-Migneault
+    alias: fmigneault
+    email: [email protected]
+    affiliation: Computer Research Institute of Montréal (CRIM)
+    orcid: "https://orcid.org/0000-0003-4862-3349"
+  - given-names: Ryan
+    family-names: Avery
+    alias: rbavery
+    email: [email protected]
+    affiliation: "Wherobots, Inc."
+    orcid: "https://orcid.org/0000-0001-7392-1474"
+  - name: Computer Research Institute of Montréal
+    city: Montréal
+    region: Québec
+    alias: CRIM
+    website: "https://www.crim.ca/"
+    email: [email protected]
+    tel: 1 (514) 840-1234
+    country: CA
+    post-code: H3N 1M3
+    address: "101 – 405, avenue Ogilvy"
+  - name: "Wherobots, Inc."
+    address: 350 California St
+    city: San Francisco
+    country: US
+    post-code: "94104"
+    region: California
+    website: "https://www.wherobots.ai/"
+    location: Floor 1 - Lincoln Towne Center
+references:
+  - type: software-code
+    name: stac_model
+    repository-code:
+    repository-artifact: "https://pypi.org/project/stac-model/"
+    url: "https://github.com/crim-ca/mlm-extension/tree/main/stac_model"
+    authors:
+    - given-names: Ryan
+      family-names: Avery
+      alias: rbavery
+      email: [email protected]
+      affiliation: "Wherobots, Inc."
+      orcid: "https://orcid.org/0000-0001-7392-1474"
+    - given-names: Francis
+      family-names: Charette-Migneault
+      alias: fmigneault
+      email: [email protected]
+      affiliation: Computer Research Institute of Montréal (CRIM)
+      orcid: "https://orcid.org/0000-0003-4862-3349"
+  - type: report
+    title: Project CCCOT03 – Technical Report
+    alias: dlm
+    repository: "https://raw.githubusercontent.com/crim-ca/CCCOT03/main/CCCOT03_Rapport%20Final_FINAL_EN.pdf"
+    repository-code: "https://github.com/crim-ca/dlm-extension"
+    license: Apache-2.0
+    license-url: https://github.com/crim-ca/dlm-extension/blob/main/LICENSE
+    date-released: "2020-12-14"
+    languages:
+    - en
+    authors:
+    - given-names: Francis
+      family-names: Charette-Migneault
+      alias: fmigneault
+      email: [email protected]
+      affiliation: Computer Research Institute of Montréal (CRIM)
+      orcid: "https://orcid.org/0000-0003-4862-3349"
+    - given-names: Samuel
+      family-names: Foucher
+      alias: sfoucher
+      orcid: "https://orcid.org/0000-0001-9557-6907"
+    - given-names: David
+      family-names: Landry
+      orcid: "https://orcid.org/0000-0001-5343-2235"
+    - given-names: Yves
+      family-names: Moisan
+      alias: ymoisan
+    - name: Computer Research Institute of Montréal
+      city: Montréal
+      region: Québec
+      alias: CRIM
+      website: "https://www.crim.ca/"
+      email: [email protected]
+      tel: 1 (514) 840-1234
+      country: CA
+      post-code: H3N 1M3
+      address: "101 – 405, avenue Ogilvy"
+    - name: "Natural Resources Canada"
+      country: CA
+      website: "https://natural-resources.canada.ca/"
+    - name: "Canada Centre for Mapping and Earth Observation"
+      alias: CCMEO
+      country: CA
+      website: "https://natural-resources.canada.ca/research-centres-and-labs/canada-centre-for-mapping-and-earth-observation/25735"
+abstract: >-
+  The Machine Learning Model (MLM) extension is a
+  specification that extends the SpatioTemporal Asset
+  Catalogs (STAC) framework to catalog machine learning
+  models. This demo paper introduces the goals of the MLM,
+  highlighting its role in improving
+  searchability and reproducibility of geospatial models.
+  The MLM is contextualized within the STAC ecosystem,
+  demonstrating its compatibility and the advantages it
+  brings to discovering relevant geospatial models and
+  describing their inference requirements.
+
+  A detailed overview of the MLM's structure and fields
+  describes the tasks, hardware requirements, frameworks,
+  and inputs/outputs associated with machine learning
+  models. Three use cases are presented, showcasing the
+  application of the MLM in describing models for land cover
+  classification and image segmentation. These examples
+  illustrate how the MLM facilitates easier search and better
+  understanding of how to deploy models in inference pipelines.
+
+  The discussion addresses future challenges in extending
+  the MLM to account for the diversity in machine learning
+  models, including foundational and fine-tuned models,
+  multi-modal models, and the importance of describing the
+  data pipeline and infrastructure models depend on.
+  Finally, the paper demonstrates the potential of the MLM
+  to be a unifying standard to enable benchmarking and
+  comparing geospatial machine learning models.
+keywords:
+  - STAC
+  - Catalog
+  - Machine Learning
+  - Spatio-Temporal Models
+  - Search
+preferred-citation:
+  type: conference-paper
+  doi: "10.1145/3681769.3698586"
+  title: Machine Learning Model Specification for Cataloging Spatio-Temporal Models
+  conference:
+    name: 3rd ACM SIGSPATIAL International Workshop on Searching and Mining Large Collections of Geospatial Data
+    alias: GeoSearch’24
+  date-released: "2024-10-29"
+  year: 2024
+  month: 11
+  pages: 4
+  location:
+    name: Georgia Tech Hotel and Conference Center
+    city: Atlanta
+    region: Georgia
+    country: US
+  languages:
+  - en
+  contact:
+  - given-names: Francis
+    family-names: Charette-Migneault
+    email: [email protected]
+    affiliation: Computer Research Institute of Montréal (CRIM)
+    orcid: "https://orcid.org/0000-0003-4862-3349"
+  authors:
+  - given-names: Francis
+    family-names: Charette-Migneault
+    email: [email protected]
+    affiliation: Computer Research Institute of Montréal (CRIM)
+    orcid: "https://orcid.org/0000-0003-4862-3349"
+  - given-names: Ryan
+    family-names: Avery
+    email: [email protected]
+    affiliation: "Wherobots, Inc."
+    orcid: "https://orcid.org/0000-0001-7392-1474"
+  - given-names: Brian
+    family-names: Pondi
+    email: [email protected]
+    affiliation: "Institute for Geoinformatics, University of Münster"
+    orcid: "https://orcid.org/0009-0008-0367-1690"
+  - given-names: Joses
+    family-names: Omojola
+    affiliation: University of Arizona
+    email: [email protected]
+    orcid: "https://orcid.org/0000-0001-5807-2953"
+  - given-names: Simone
+    family-names: Vaccari
+    email: [email protected]
+    affiliation: Terradue
+    orcid: "https://orcid.org/0000-0002-2757-4165"
+  - given-names: Parham
+    family-names: Membari
+    email: [email protected]
+    affiliation: Terradue
+    orcid: "https://orcid.org/0009-0004-7594-4011"
+  - given-names: Devis
+    family-names: Peressutti
+    email: [email protected]
+    affiliation: "Sinergise Solutions, a Planet Labs company"
+    orcid: "https://orcid.org/0000-0002-4660-0576"
+  - given-names: Jia
+    family-names: Yu
+    email: [email protected]
+    affiliation: "Wherobots, Inc."
+    orcid: "https://orcid.org/0000-0003-1340-6475"
+  - given-names: Jed
+    family-names: Sundwall
+    email: [email protected]
+    affiliation: Radiant Earth
+    orcid: "https://orcid.org/0000-0001-9681-230X"