Add https://youtu.be/ziJR01lKnio to docs (#14554)
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@ -63,6 +63,27 @@ GELAN represents a strategic architectural advancement, enabling YOLOv9 to achie
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## YOLOv9 Benchmarks
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Benchmarking in YOLOv9 using [Ultralytics](https://docs.ultralytics.com/modes/benchmark/) involves evaluating the performance of your trained and validated model in real-world scenarios. This process includes:
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- **Performance Evaluation:** Assessing the model's speed and accuracy.
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- **Export Formats:** Testing the model across different export formats to ensure it meets the necessary standards and performs well in various environments.
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- **Framework Support:** Providing a comprehensive framework within Ultralytics YOLOv8 to facilitate these assessments and ensure consistent and reliable results.
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By benchmarking, you can ensure that your model not only performs well in controlled testing environments but also maintains high performance in practical, real-world applications.
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<p align="center">
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<br>
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<iframe loading="lazy" width="720" height="405" src="https://www.youtube.com/embed/ziJR01lKnio"
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title="YouTube video player" frameborder="0"
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allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share"
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allowfullscreen>
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</iframe>
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<br>
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<strong>Watch:</strong> How to Benchmark the YOLOv9 Model Using the Ultralytics Python Package
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</p>
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## Performance on MS COCO Dataset
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The performance of YOLOv9 on the [COCO dataset](../datasets/detect/coco.md) exemplifies its significant advancements in real-time object detection, setting new benchmarks across various model sizes. Table 1 presents a comprehensive comparison of state-of-the-art real-time object detectors, illustrating YOLOv9's superior efficiency and accuracy.
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