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@@ -14,37 +14,27 @@ Welcome to the official Hugging Face repository for Lookup-Jet. We specialize in
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  bridging the gap between live transponder broadcast records, high-precision computer vision, and exact environmental context.
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  ## ✈️ Who We Are
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- Lookup-Jet engineers custom sensor networks and data pipelines that track aircraft at specific altitudes in real time.
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- By fusing raw ADS-B telemetry with automated PTZ (Pan-Tilt-Zoom) camera arrays and localized meteorological data,
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- we generate highly accurate, pre-synchronized data that is ready for robust enterprise machine learning training.
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  Our tracking infrastructure accounts for rigorous physical and environmental constraints.
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- From custom weather-proof enclosures to advanced algorithms that calculate precise inverted PTZ kinematics and directional logic,
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- our hardware-aware data pipelines ensure that the resulting optical bounding boxes, telemetry timestamps,
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- and environmental conditions are flawlessly aligned.
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  ## 📊 What You Will Find Here
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  This repository hosts our **limited evaluation samples**.
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- These datasets are designed for data scientists and computer vision engineers to test the quality of our sensor-fusion data before
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- procuring a commercial license.
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- * **Multimodal Pairs:** Paired tabular transponder data (Timestamps, Hex Codes, Altitudes, Flight Vectors) and corresponding
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- * high-resolution optical frames.
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- * **Environmental & Astronomical Context:** Every optical frame is enriched with hyper-local weather and celestial data to help
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- * train models against atmospheric interference, glare, and variable lighting:
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  * **Weather:** Visibility, cloud cover percentage, temperature, and precipitation metrics.
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- * **Sun & Moon:** Solar elevation and azimuth (for glare/backlight calculation), alongside lunar phase and illumination metrics
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- * for low-light tracking.
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- * **Industry-Standard Annotations:** Polygon tracking masks and bounding boxes provided in standard COCO JSON format, optimized for
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- * immediate drop-in training for YOLO architectures.
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- * **License:** All datasets hosted here are provided under the **CC BY-NC 4.0** license, restricted strictly to non-commercial evaluation
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- * and research.
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  ## 💼 Commercial Licensing & Enterprise Access
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  The samples hosted on Hugging Face represent only a fraction of our live, continuous tracking pipeline.
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- If your team is building automated aerospace surveillance arrays, advanced air mobility (AAM) object-detection models,
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- or defense-grade tracking systems, Lookup-Jet provides full commercial data licenses.
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  **Ready to scale your aviation vision models?**
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  Contact us to discuss your production requirements, negotiate a commercial license, and provision your secure data shares.
 
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  bridging the gap between live transponder broadcast records, high-precision computer vision, and exact environmental context.
15
 
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  ## ✈️ Who We Are
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+ Lookup-Jet customs sensor networks and data pipelines that track aircraft at specific altitudes in real time.
18
+ By fusing raw ADS-B telemetry with automated PTZ (Pan-Tilt-Zoom) camera arrays and localized meteorological data, we generate highly accurate, pre-synchronized data that is ready for robust enterprise machine learning training.
 
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  Our tracking infrastructure accounts for rigorous physical and environmental constraints.
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+ From custom weather-proof enclosures to advanced algorithms that calculate precise inverted PTZ kinematics and directional logic, our hardware-aware data pipelines ensure that the resulting optical bounding boxes, telemetry timestamps, and environmental conditions are flawlessly aligned.
 
 
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  ## 📊 What You Will Find Here
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  This repository hosts our **limited evaluation samples**.
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+ These datasets are designed for data scientists and computer vision engineers to test the quality of our sensor-fusion data before procuring a commercial license.
 
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+ * **Multimodal Pairs:** Paired tabular transponder data (Timestamps, Hex Codes, Altitudes, Flight Vectors) and corresponding high-resolution optical frames.
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+ * **Environmental & Astronomical Context:** Every optical frame is enriched with hyper-local weather and celestial data to help train models against atmospheric interference, glare, and variable lighting:
 
 
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  * **Weather:** Visibility, cloud cover percentage, temperature, and precipitation metrics.
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+ * **Sun & Moon:** Solar elevation and azimuth (for glare/backlight calculation), alongside lunar phase and illumination metrics for low-light tracking.
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+ * **Industry-Standard Annotations:** Polygon tracking masks and bounding boxes provided in standard COCO JSON format, optimized for immediate drop-in training for YOLO architectures.
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+ * **License:** All datasets hosted here are provided under the **CC BY-NC 4.0** license, restricted strictly to non-commercial evaluation and research.
 
 
 
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  ## 💼 Commercial Licensing & Enterprise Access
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  The samples hosted on Hugging Face represent only a fraction of our live, continuous tracking pipeline.
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+ If your team is building automated aerospace surveillance arrays, advanced air mobility (AAM) object-detection models, or defense-grade tracking systems, Lookup-Jet provides full commercial data licenses.
 
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  **Ready to scale your aviation vision models?**
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  Contact us to discuss your production requirements, negotiate a commercial license, and provision your secure data shares.