Ultralytics

Ultralytics YOLOv8.2.0 Release 🔥😍

We're thrilled to introduce the latest version of Ultralytics, packed with state-of-the-art features poised to transform your computer vision projects. With boosted performance and extended capabilities, this release introduces a plethora of new features, performance enhancements, and expanded integrations, showcasing our dedication to ongoing enhancement and creativity. 🎉

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1 year ago (edited) | [YT] | 7

Ultralytics

Speed Estimation using Ultralytics YOLOv8 | Tutorial Released 🔥🔥🔥

Check out this brief video for a quick overview of speed estimation with object tracking using Ultralytics YOLOv8. Enhance the precision of object speed calculations in computer vision with step-by-step insights and key highlights!

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1 year ago | [YT] | 7

Ultralytics

Performance Metrics of Ultralytics YOLOv8 | Accuracy, IOU, MAP, and Speed 😍

In this video there will be a detailed overview of different object detection metrics for YOLOv8, covering mean average precision, intersection over union (IOU), inference speed, accuracy, class-wise metrics, and more!

😍 Key Highlights
✅ Class-wise and speed metrics
✅ Class Imbalancing and class-specific Average Precision
✅ Real-world case studies for a better understanding of metrics

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1 year ago | [YT] | 2

Ultralytics

Embark on an exciting journey with Ultralytics HUB Datasets 🚀

Explore the enchanting process of uploading datasets effortlessly and unleash the magic of seamless data management. Dive into the world of simplicity and efficiency, empowering your projects with ease. Follow the step-by-step guide to unlock the full potential of Ultralytics HUB without the hassle of complex coding. Elevate your dataset management effortlessly!

Highlights 😍
✅ Grasp the intricacies of the Dataset YAML File
✅ Effortlessly Upload Datasets on HUB
✅ Dive into Analyzing Dataset Distribution

Join us in making data management a joyful adventure 😊

1 year ago (edited) | [YT] | 4

Ultralytics

Ultralytics YOLOv8 Performance Metrics | MAP, F1 Score, Precision, IOU & Accuracy

In this video, we delve into the intricacies of Ultralytics YOLOv8 Performance Metrics. Explore the world of computer vision as we break down crucial measures like MAP, F1 Score, Precision, IOU, Confusion matrix, Class-wise, Speed, and Accuracy metrics. Gain insights into how these metrics impact the performance of YOLOv8, and discover best practices for optimizing your models.

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1 year ago (edited) | [YT] | 3

Ultralytics

YOLO VISION 2023 | Bridging the Gap Between AI Research to Real-Time Edge

Join us at YOLO VISION 2023 for a session led by Amir Servi, Product Manager at Sony, exploring the transformative impact of AI in various sectors and the importance of efficient AI operation within power and thermal constraints.

This session will focus on Sony’s Model Compression Toolkit, designed to quantize and accelerate deep learning models for efficient edge deployment. Amir will highlight the challenges of resource-intensive neural networks and how techniques like quantization and compression can effectively mitigate these issues.

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1 year ago | [YT] | 3

Ultralytics

YOLO VISION 2023 | Show and Tell: How to Deploy YOLO to Almost Anything: Simpler and Faster!

Deploying state-of-the-art models on embedded devices from Edge GPU of NVIDIA Jetson to tiny MCUs presents challenges and limitations. Join Lakshantha Dissayanake, Application Engineer at Seeed Studio, as he guides you through the process of deploying models, including Ultralytics YOLOv8, using a streamlined approach. Additionally, he will delve into the overall edge performance for video analytics applications, with a specific focus on inferencing on NVIDIA Jetson.

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1 year ago | [YT] | 3

Ultralytics

YOLO VISION 2023 - Ultralytics HUB Levels the Playing Field

Ultralytics HUB lowers the barriers to entering the world of ML, making it accessible to individuals and businesses alike, regardless of coding expertise.

Join Kalen Michael, Head of Product at Ultralytics, as he demonstrates how this innovative platform is revolutionizing the approach to machine learning, empowering a new generation of data enthusiasts to transform their ideas into reality with ease and efficiency.

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1 year ago | [YT] | 5

Ultralytics

YOLO VISION 2023 | KEYNOTE: Exploring Ultralytics YOLO: Advancements in State-of-the-Art Vision AI

Glenn Jocher, Founder and CEO at Ultralytics, is on a relentless pursuit to develop the finest vision AI in the world. For him, this is not just a technological achievement, but a vital stepping stone toward realizing the potential of AGI. The spearheads of this relentless pursuit are none other than Ultralytics YOLOv5, YOLOv8, and HUB.

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1 year ago | [YT] | 3

Ultralytics

Missed out on our last Ultralytics Live Session? Don't worry, we've got you covered!

Our latest session, led by Glenn Jocher, Founder & CEO at Ultralytics, celebrated the first anniversary of Ultralytics YOLOv8, featuring insights from key YOLOv8 contributors like Ayush Chaurasia, Fatih Akyon, Kalen Michael, Muhammad Rizwan, and Jing Qiu.

In this session, we discussed:
✅ Ultralytics YOLOv8's journey in 2023
✅ The new YOLOv8.1 release
✅ Image classification advancements
✅ Oriented Bounding Box (OBB) technology
✅ Ultralytics HUB's growth

Watch now! 👇

1 year ago | [YT] | 5