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  1. YOLO v4: Optimal Speed & Accuracy for object detection

    • Models such as ResNet, DenseNet, VGG, etc, are used as feature extractors. They are pre-trained on image classification datasets, like ImageNet, and then fine-tuned on the detection dataset. Turns out th… See more

    Neck

    These are extra layers that go in between the backbone and head. They are used to extract … See more

    Towards Data Science
    Head

    This is a network in charge of actually doing the detection part (classification and regression) of bounding boxes. A single output may look like (depending on the implementa… See more

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  2. What’s new in YOLOv4?. YOLO is a real-time object …

    May 19, 2020 · YOLO recognizes objects more precisely and faster than other recognition systems. It can predict up to 9000 classes and even unseen …

    • Estimated Reading Time: 3 mins
     
  3. YOLO v4 or YOLO v5 or PP-YOLO? - Towards Data …

    Aug 22, 2020 · In this article, we will discuss the reason for these many new YOLO releases, while emphasizing their originality, authorship, performance …

    • Estimated Reading Time: 9 mins
    • YOLOv4 — Ten Tactics to Build a Better Model

    • Faster YOLOv4 Performance with CUDA enabled …

      Feb 24, 2021 · YOLO, short for You-Only-Look-Once has been undoubtedly one of the best object detectors trained on the COCO dataset. YOLOv4 being the latest iteration has a great accuracy-performance trade-off, establishing itself …

    • YOLOv4 on Google Colab: Train your Custom Dataset (Traffic …

    • YOLO — You only look once, real time object detection explained

    • How to Train Scaled-YOLOv4 to Detect Custom Objects

    • YOLO — Intuitively and Exhaustively Explained

    • Data Augmentation in YOLOv4

      May 15, 2020 · Mosaic data augmentation — Mosaic data augmentation combines 4 training images into one in certain ratios. Mosaic is the first new data augmentation technique introduced in YOLOv4. This allows for the model to …

    • A Comprehensive Guide To Object Detection Using YOLO …

    • YOLO: You Only Look Once | Object Detection

    • YOLO — By Hand. A breakdown of the math within YOLO | by …

    • A Comprehensive Guide To Object Detection Using YOLO …

    • Object Detection: COCO and YOLO Formats, and Conversion …

    • YOLO Object Detection with OpenCV and Python

    • Retro Data Science: Testing the First Versions of YOLO

    • YOLO Object Detection on the Raspberry Pi

    • Easy Object Detection with Yolo-NAS | by Ivo Bernardo

    • What’s new in YOLO v3? - towardsdatascience.com