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  4. People also ask
    Why is Yolo a breakthrough in object detection?YOLO (you only look once) was a breakthrough in the object detection field as it was the first single-stage object detector approach that treated detection as a regression problem. The detection architecture only looked once at the image to predict the location of the objects and their class labels.

    Introduction to the YOLO Family - PyImageSearch

    pyimagesearch.com
    How do I use Yolo object detector?To apply YOLO object detection to video streams, make sure you use the “Downloads” section of this blog post to download the source, YOLO object detector, and example videos. From there, open up a terminal and execute the following command: --output output/car_chase_01.avi --yolo yolo-coco [INFO] loading YOLO from disk... [INFO] cleaning up...

    YOLO object detection with OpenCV - PyImageSearch

    pyimagesearch.com
    Why is Yolo not able to detect objects?The reason for this limitation is due to the YOLO algorithm itself: The YOLO object detector divides an input image into an SxS grid where each cell in the grid predicts only a single object. If there exist multiple, small objects in a single cell then YOLO will be unable to detect them, ultimately leading to missed object detections.

    YOLO object detection with OpenCV - PyImageSearch

    pyimagesearch.com
    Can Yolo predict object classes that don't have labeled detection data?The result is a YOLO model, called YOLO9000, that can predict detections for object classes that don’t have labeled detection data. While interesting and novel, YOLOv2’s performance was a bit underwhelming given the title and abstract of the paper.

    YOLO object detection with OpenCV - PyImageSearch

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  5. Github
    https://github.com/ultralytics/ultralytics

    ultralytics/ultralytics: NEW - YOLOv8 in PyTorch - GitHub

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    YOLOv8 - Ultralytics YOLOv8 Docs
    docs.ultralytics.com
    YOLOv8: A New State-of-the-Art Computer Vision Model
    yolov8.com
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  6. PyImageSearch
    https://pyimagesearch.com/2018/11/12/yolo-object-detection-with-opencv

    YOLO object detection with OpenCV - PyImageSearch

  8. Github
    https://github.com/AILab-CVC/YOLO-World

    AILab-CVC/YOLO-World - GitHub

  9. Ultralytics YOLOv8 Docs
    https://docs.ultralytics.com/models/yolov4

    YOLOv4 - Ultralytics YOLOv8 Docs

  10. PyImageSearch
    https://pyimagesearch.com/2022/04/04/introduction-to-the-yolo-family

    Introduction to the YOLO Family - PyImageSearch

  11. Ultralytics YOLOv8 Docs
    https://docs.ultralytics.com

    Home - Ultralytics YOLOv8 Docs

  12. modelbit.com
    https://www.modelbit.com/model-hub/yolo-v8-model-guide

    YOLO v8 Model Guide - Real-Time Object Detection Model …

  13. PyTorch
    https://pytorch.org/hub/ultralytics_yolov5

    YOLOv5 | PyTorch

  14. Ultralytics YOLOv8 Docs
    https://docs.ultralytics.com/models

    Models Supported by Ultralytics - Ultralytics YOLOv8 Docs

  15. Github
    https://github.com/ultralytics/yolov3/releases

    Releases · ultralytics/yolov3 · GitHub

  16. arXiv.org
    https://arxiv.org/pdf/2304.00501

    arXiv.org e-Print archive

  17. DBREE
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    1 Search - DBREE

  18. arXiv.org
    https://arxiv.org/pdf/2005.13243
    [PDF]

    y arXiv:2005.13243v2 [cs.CV] 29 May 2020

  19. DBREE
    https://dbree.org/s/2

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  20. National Center for Biotechnology Information
    https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7180807

    Mixed YOLOv3-LITE: A Lightweight Real-Time Object Detection …

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  22. Ultralytics YOLOv8 Docs
    https://docs.ultralytics.com/reference/models/rtdetr/model

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