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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: francis.charette-migneault@crim.ca | ||
| affiliation: Computer Research Institute of Montréal (CRIM) | ||
| orcid: "https://orcid.org/0000-0003-4862-3349" | ||
| - given-names: Ryan | ||
| family-names: Avery | ||
| alias: rbavery | ||
| email: ryan@wherobots.com | ||
| 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: info@crim.ca | ||
| 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: ryan@wherobots.com | ||
| affiliation: "Wherobots, Inc." | ||
| orcid: "https://orcid.org/0000-0001-7392-1474" | ||
| - given-names: Francis | ||
| family-names: Charette-Migneault | ||
| alias: fmigneault | ||
| email: francis.charette-migneault@crim.ca | ||
| 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: francis.charette-migneault@crim.ca | ||
| 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: info@crim.ca | ||
| 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: francis.charette-migneault@crim.ca | ||
| affiliation: Computer Research Institute of Montréal (CRIM) | ||
| orcid: "https://orcid.org/0000-0003-4862-3349" | ||
| authors: | ||
| - given-names: Francis | ||
| family-names: Charette-Migneault | ||
| email: francis.charette-migneault@crim.ca | ||
| affiliation: Computer Research Institute of Montréal (CRIM) | ||
| orcid: "https://orcid.org/0000-0003-4862-3349" | ||
| - given-names: Ryan | ||
| family-names: Avery | ||
| email: ryan@wherobots.com | ||
| affiliation: "Wherobots, Inc." | ||
| orcid: "https://orcid.org/0000-0001-7392-1474" | ||
| - given-names: Brian | ||
| family-names: Pondi | ||
| email: brian.pondi@uni-muenster.de | ||
| 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: jomojo1@arizona.edu | ||
| orcid: "https://orcid.org/0000-0001-5807-2953" | ||
| - given-names: Simone | ||
| family-names: Vaccari | ||
| email: simone.vaccari@terradue.com | ||
| affiliation: Terradue | ||
| orcid: "https://orcid.org/0000-0002-2757-4165" | ||
| - given-names: Parham | ||
| family-names: Membari | ||
| email: parham.membari@terradue.com | ||
| affiliation: Terradue | ||
| orcid: "https://orcid.org/0009-0004-7594-4011" | ||
| - given-names: Devis | ||
| family-names: Peressutti | ||
| email: devis.peressutti@planet.com | ||
| affiliation: "Sinergise Solutions, a Planet Labs company" | ||
| orcid: "https://orcid.org/0000-0002-4660-0576" | ||
| - given-names: Jia | ||
| family-names: Yu | ||
| email: jiayu@wherobots.com | ||
| affiliation: "Wherobots, Inc." | ||
| orcid: "https://orcid.org/0000-0003-1340-6475" | ||
| - given-names: Jed | ||
| family-names: Sundwall | ||
| email: jed@radiant.earth | ||
| affiliation: Radiant Earth | ||
| orcid: "https://orcid.org/0000-0001-9681-230X" |