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Redds2sweef

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This allows the algorithm to handle a wider range of object sizes and aspect ratios.Another improvement in YOLO v2 is the use of batch normalization, which helps to improve the accuracy and stability of the model. YOLO v2 also uses a multi-scale training strategy, which involves training the model on images at multiple scales and then averaging the predictions. This helps to improve the detection performance of small objects.YOLO v2 also introduces a new loss function better suited to object detection tasks. The loss function is based on the sum of the squared errors between the predicted and ground truth bounding boxes and class probabilities.The results obtained by YOLO v2 compared to the original version and other contemporary models are shown below.Source: PaperYOLO v3YOLO v3 is the third version of the YOLO object detection algorithm. 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Some of them are maintained by co-authors, but none of the releases past YOLOv3 is considered the "official" YOLO.YOLO v4 is the fourth version of the YOLO object detection algorithm introduced in 2020 by Bochkovskiy et al. as an improvement over YOLO v3.The primary improvement in YOLO v4 over YOLO v3 is the use of a new CNN architecture called CSPNet (shown below). CSPNet stands for "Cross Stage Partial Network" and is a variant of the ResNet architecture designed specifically for object detection tasks. It has a relatively shallow structure, with only 54 convolutional layers. However, it can achieve state-of-the-art results on various object detection benchmarks.Architecture of CSPNet. Source: PaperBoth YOLO v3 and YOLO v4 use anchor boxes with different scales and aspect ratios to better match the size and shape of the detected objects. YOLO v4 introduces a new method for generating the anchor boxes, called "k-means clustering." 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