YOLOv6: Practices and Thoughts From An Industrial Perspective with Bo Zhang
Автор: Ultralytics
Загружено: 2022-10-11
Просмотров: 305
Описание:
Unlock the full potential of YOLOv6 in industrial applications with Bo Zhang from Meituan Vision Department! 🚀 In this insightful video, Bo shares the journey of YOLOv6, along with the practices and thoughts that have shaped its development from an industry perspective.
Key highlights include:
Diverse Object Detection Scenarios: From UAV top-view detection to warehouse safety monitoring, discover how Meituan Vision employs YOLOv6 in various real-world applications.
Hardware-Aware Design: Learn about YOLOv6's hardware-aware architecture, optimized for high throughput across diverse devices like Intel CPUs, NVIDIA GPUs, and IoT platforms.
Advanced Training Techniques: Understand the latest training strategies, including task alignment learning, Varifocal Loss, Mosaic and MixUp data augmentations, and self-distillation for improved accuracy.
Quantization and Deployment: Explore the customized quantization tools and graph optimization strategies that make YOLOv6 deployment efficient and high-performing on different hardware.
Performance Metrics: See how YOLOv6 achieves state-of-the-art performance on the COCO dataset, outperforming competitors in both speed and accuracy.
Join the Ultralytics community and stay updated on the latest in AI and computer vision. Like, subscribe, and explore more about YOLOv6 and other advanced models below!
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