| | --- |
| | tags: |
| | - geospatial |
| | - geobase |
| | - car-detection |
| | - vehicle-detection |
| | license: mit |
| | --- |
| | | <img src="https://upload.wikimedia.org/wikipedia/commons/6/6a/JavaScript-logo.png" width="28" height="28"> | [GeoAi](https://www.npmjs.com/package/geoai) | |
| | |---|---| |
| |
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| |
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| |
|
| | > `task = car-detection` |
| |
|
| | ### 🛠 Model Purpose |
| | This model is part of the **[GeoAi](https://github.com/decision-labs/geoai.js)** javascript library. |
| |
|
| | **GeoAi** enables geospatial AI inference **directly in the browser or Node.js** without requiring a heavy backend. |
| |
|
| | **GeoAi** pipeline accepts **geospatial polygons** as input (in GeoJSON format) and outputs results as a **GeoJSON FeatureCollection**, ready for use with libraries like **Leaflet** and **Mapbox GL**. |
| |
|
| | <video controls autoplay loop width="1024" height="720" src="https://geobase-docs.s3.amazonaws.com/geobase-ai-assets/car-detection-model.mp4"></video> |
| |
|
| | --- |
| | ### 🚀 Demo |
| |
|
| | Explore the model in action with the interactive [Demo](https://docs.geobase.app/geoai-live/tasks/car-detection). |
| |
|
| | ### 📦 Model Information |
| | - **Architecture**: MaskRCNN |
| | - **Source Model**: https://opengeoai.org/examples/car_detection/ |
| | - **Quantization**: Yes |
| | --- |
| | |
| | ### 💡 Example Usage |
| | |
| | ```javascript |
| | import { geoai } from "geoai"; |
| | |
| | // Example polygon (GeoJSON) |
| | const polygon = { |
| | type: "Feature", |
| | properties: {}, |
| | geometry: { |
| | coordinates: [ |
| | [ |
| | [-95.42148774154262, 29.67906487977089], |
| | [-95.42148774154262, 29.678781807220446], |
| | [-95.4210323139897, 29.678781807220446], |
| | [-95.4210323139897, 29.67906487977089], |
| | [-95.42148774154262, 29.67906487977089] |
| | ], |
| | ], |
| | type: "Polygon", |
| | }, |
| | } as GeoJSON.Feature; |
| | |
| | // Initialize pipeline |
| | const pipeline = await geoai.pipeline( |
| | [{ task: "car-detection" }], |
| | providerParams |
| | ); |
| | |
| | // Run detection |
| | const result = await pipeline.inference({ |
| | inputs: { polygon } |
| | }); |
| | |
| | // Sample output format |
| | // { |
| | // "detections": { |
| | // "type": "FeatureCollection", |
| | // "features": [ |
| | // { |
| | // "type": "Feature", |
| | // "properties": { |
| | // }, |
| | // "geometry": { |
| | // "type": "Polygon", |
| | // "coordinates": [ |
| | // [ |
| | // [54.69479163045772, 24.766579711184693], |
| | // [54.69521093930892, 24.766579711184693], |
| | // [54.69521093930892, 24.766203991224682], |
| | // [54.69479163045772, 24.766203991224682], |
| | // [54.69479163045772, 24.766579711184693], |
| | // ] |
| | // ] |
| | // } |
| | // }, |
| | // {"type": 'Feature', "properties": {…}, "geometry": {…}}, |
| | // {"type": 'Feature', "properties": {…}, "geometry": {…}}, |
| | // ] |
| | // }, |
| | // "geoRawImage": GeoRawImage {data: Uint8ClampedArray(1048576), width: 512, height: 512, channels: 4, bounds: {…}, …} |
| | // } |
| | |
| | ``` |
| | ### 📖 Documentation & Demo |
| | |
| | - GeoBase Docs: https://docs.geobase.app/geoai |
| | - NPM Package: https://www.npmjs.com/package/geoai |
| | - Demo Playground: https://docs.geobase.app/geoai-live/tasks/car-detection |
| | - GitHub Repo: https://github.com/decision-labs/geoai.js |
