YOLO-NAS The Ultimate Course for Object Detection & Tracking

所在平台: Udemy

课程主页: https://www.udemy.com/course/yolo-nas-the-ultimate-course-for-object-detection-tracking/

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课程名称:《YOLO-NAS:智能物体检测与追踪终极课程》 课程概览: 欢迎参加《YOLO-NAS:智能物体检测与追踪终极课程》,该课程包含实践项目、应用和Web应用开发。YOLO-NAS是一个新一代物体检测模型,采用神经架构搜索(NAS)技术开发。课程将深入探讨YOLO-NAS的特点、应用以及未来发展。 课程内容包括: - YOLO-NAS简介 - YOLO-NAS:超越YOLOv6与YOLOv8的新YOLO物体检测模型 - YOLO-NAS的未来展望 - 在Windows环境下进行物体检测 - 在图像和视频上进行物体检测 - 实时摄像头视频中的YOLO-NAS物体检测 - 在Google Colab中运行YOLO-NAS模型 - 数据集的获取、标注及自动分割 - 使用自定义数据集和迁移学习训练YOLO-NAS - 使用YOLO-NAS进行坑洞检测和个人防护装备(PPE)检测 - 实时自定义物体检测(PPE检测)及模型导出 - 多物体追踪基础 - 使用YOLO-NAS和SORT进行物体追踪 - 车辆进出计数、手语字母实时检测、口罩检测 - 火灾检测及车辆计数 - 利用YOLO-NAS实现行人计数和塑料瓶计数 - 自动车牌识别和隐私模糊处理 - Streamlit应用与YOLO-NAS及ChatGPT集成 - 使用Python和Streamlit创建ChatGPT文章生成器 - 蔬菜检测和基于YOLO-NAS与SAM的图像分割技术简介 本课程提供全面的YOLO-NAS物体检测与追踪知识,适合希望深入了解计算机视觉和机器学习应用的学习者。

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Welcome to the YOLO-NAS: The Ultimate Course for Object Detection & Tracking with Hands-on Projects, Applications and WebApps development. YOLO-NAS is a next-generation object detection model that has been developed using the Neural Architecture Search (NAS) technology.Topics covered in this course:Introduction to YOLO-NASYOLO-NAS: New YOLO Object Detection Model Beats YOLOv6 & YOLOv8What's New in YOLO-NAS Is YOLO-NAS the Future of Object Detection?YOLO-NAS Object Detection in WindowsObject Detection on ImagesObject Detection on VideosObject Detection with YOLO-NAS on Live Webcam FeedRun YOLO-NAS Model in Google ColabHow to find the datasetData annotation/labeling/ Automatic Dataset SplittingHow to train YOLO-NAS using custom dataset, transfer learningPotholes Detection using YOLO-NASPersonal Protective Equipment (PPE) Detection using YOLO-NASReal Time Custom Object Detection (PPE Detection) with Webcam and Export ModelIntroduction to Multi-Object TrackingObject Tracking using YOLO-NAS and SORTVehicles Counting (Entering and Leaving) using YOLO-NAS and SORT Object TrackingReal Time Sign Language Alphabets Detection using YOLO-NASReal Time Face Mask Detection using YOLO-NASFire Detection using YOLO-NASCars Counting using YOLO-NAS and SORT Object trackingPeople Counter using YOLO-NAS and SORT Object TrackingPlastic Bottles Counting in a Manufacturing Line using YOLO-NASAutomatic Number Plate Recognition using YOLO-NASPrivacy Blurring using YOLO-NASStreamlit Apps with YOLO-NAS and ChatGPTCreate ChatGPT Article Generator with Python and StreamlitVegetables Detection with YOLO-NASCreate a Streamlit app using YOLO-NAS and ChatGPT to generate recipesSegment Anything Model IntroductionYOLO-NAS + SAM: Image Segmentation using YOLO-NAS and Segment Anything Model

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