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@@ -94,19 +94,31 @@ connectors, please refer to the [STAC Model](./README_STAC_MODEL.md) document.
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## Resources
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- Examples:
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- [Item examples](https://huggingface.co/wherobots/mlm-stac) for scene-classification,
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object detection, and semantic segmentation: Shows real world use of the
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extension for describing models run on
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[WherobotsAI Raster Inference](https://wherobots.com/wherobotsai-for-raster-inference/)
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- [Collection example](examples/collection.json): Shows the basic usage of the extension in a STAC Collection
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- [JSON Schema](https://stac-extensions.github.io/mlm/)
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- [Changelog](./CHANGELOG.md)
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- [Open access paper](https://dl.acm.org/doi/10.1145/3681769.3698586) describing version 1.3.0 of the extension
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- [SigSpatial 2024 GeoSearch Workshop presentation](/docs/static/sigspatial_2024_mlm.pdf)
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- [MLM Form Filler](https://mlm-form.vercel.app/) a two page app to fill out and validate MLM STAC Item metadata. <br>
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Check out the [wherobots/mlm-form](https://github.com/wherobots/mlm-form) repository if you have questions, issues,
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or want to contribute.
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- **Packages**:
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- [`stac-model`](./stac_model): Model implementations using [`Pydantic`](https://docs.pydantic.dev/latest/).
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See the [STAC Model](./README_STAC_MODEL.md) document for installation and example details.
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- [`pystac.extensions.mlm`](https://github.com/stac-utils/pystac/blob/main/pystac/extensions/mlm.py):
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Official [`pystac`](https://github.com/stac-utils/pystac) extension integration (avaiable starting
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with [`pystac v1.13.0`](https://github.com/stac-utils/pystac/blob/main/CHANGELOG.md#v1130---2025-04-15)).
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- **Examples**:
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- [Local Examples](./examples): Demonstrates different combinations of STAC extensions used along MLM.
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- [Item examples](https://huggingface.co/wherobots/mlm-stac): Demonstrates `scene-classification`,
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`object-detection`, and `semantic-segmentation` tasks with real world use of the
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MLM extension for describing models run on
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[WherobotsAI Raster Inference](https://wherobots.com/wherobotsai-for-raster-inference/).
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- [Collection example](examples/collection.json): Shows the basic usage of the extension in a STAC Collection.
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- **Documentation**:
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- [JSON Schema](https://stac-extensions.github.io/mlm/)
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- [Changelog](./CHANGELOG.md)
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- [Best Practices](./best-practices.md): Recommended combinations of MLM with
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other [STAC Extensions](https://stac-extensions.github.io/) for efficient integration into the STAC ecosystem.
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- [Open access paper](https://dl.acm.org/doi/10.1145/3681769.3698586) describing
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version [`1.3.0`](https://github.com/stac-extensions/mlm/blob/main/CHANGELOG.md#v130) of the extension.
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- [SigSpatial 2024 GeoSearch Workshop presentation](/docs/static/sigspatial_2024_mlm.pdf)
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- **Tools**:
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- [MLM Form Filler](https://mlm-form.vercel.app/) a two page app to fill out and validate MLM STAC Item metadata. <br>
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Check out the [wherobots/mlm-form](https://github.com/wherobots/mlm-form) repository if you have questions, issues,
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or want to contribute.
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## Item Properties and Collection Fields
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