What’s YOLO?
We have discussed the You Only Look Once (YOLO) series of models several times, particularly because object detection, image segmentation, and image classification are key tasks that a robot must effectively perform to excel in real-world tasks. YOLO models have been shown to be excel at the tradeoff between speed and accuracy. In previous articles, we have discussed the process of preparing a dataset and training a YOLO model. We have also discussed the ways to scientifically evaluate a Machine Learning (ML) model and compare it with other similarly trained models using Key Perfomance Indicators (KPIs). We also have a technical course taking you through the journey of Machine Learning from Scratch to Production.
YOLOv8
This article specifically compares the latest YOLO model released by Ultralytics: YOLOv8 with respect to previous generation of models, using the techniques and approaches described in previous articles. Our evaluation is based on our favorite dataset: the A…
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