Track briefs (read the brief for your track before you start)

• Track 1 — Geospatial AI for Automated Mapping (PDF) — Overture Maps Foundation sponsored. Open data requirement for this track.
• Track 2 — Energy Infrastructure Monitoring (PDF) — Pipeline, transmission, and generation monitoring from aerial video.
• Track 3 — Multimodal Geospatial Workloads (PDF) — Video fused with at least one other modality.
• Track 4 — Advanced Manufacturing (PDF) — Industrial video intelligence for safety, quality, and project progress.

TwelveLabs — core tools

• TwelveLabs Documentation: https://docs.twelvelabs.io
• Marengo model overview (video embeddings for search, similarity, RAG): https://docs.twelvelabs.io/v1.3/docs/concepts/models/marengo
• Pegasus model overview (video reasoning, summaries, highlights, chapters): https://docs.twelvelabs.io/v1.3/docs/concepts/models/pegasus
• Python SDK: https://github.com/twelvelabs-io/twelvelabs-python
• JavaScript/TypeScript SDK: https://github.com/twelvelabs-io/twelvelabs-js
• API Playground: https://playground.twelvelabs.io

AWS — sponsored compute

• Amazon Bedrock — TwelveLabs models: https://aws.amazon.com/bedrock/twelvelabs/
• Bedrock quickstart: https://docs.aws.amazon.com/bedrock/latest/userguide/getting-started.html
• Bedrock credits: Claim codes distributed during Saturday afternoon. 

Overture Maps Foundation — Track 1 sponsor

• Overture Maps: https://overturemaps.org
• Places dataset (64M+ POIs): https://docs.overturemaps.org/guides/places/
• Transportation theme: https://docs.overturemaps.org/guides/transportation/
• GERS (Global Entity Reference System) ID matching: https://docs.overturemaps.org/guides/gers/
• Saturday workshop: Working with Overture data + contribution back to the ecosystem (2:00 PM, Room A)

Datasets and imagery sources

• Mapillary (2B+ street-level CC BY-SA images with GPS tracks): https://www.mapillary.com/dataset
• OpenAerialMap (openly licensed drone and satellite imagery): https://openaerialmap.org
• Sentinel-2 imagery via AWS Open Data: https://registry.opendata.aws/sentinel-2/
• Maxar Open Data Program (disaster imagery): https://www.maxar.com/open-data

Geospatial tools and formats

• QGIS (open-source GIS): https://qgis.org
• GeoJSON specification: https://geojson.org
• GeoParquet: https://geoparquet.org
• MGRS utilities (Python): https://pypi.org/project/mgrs/
• GDAL: https://gdal.org