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所在平台: Udemy |
课程主页: https://www.udemy.com/course/yolov7-object-detection-tracking-with-web-app-development/
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课程名称：YOLOv7 YOLOv8 YOLO-NAS：目标检测、跟踪与Web应用 课程概述：在我们的YOLOv7、YOLOv8和YOLO-NAS速成课程中，释放计算机视觉的潜力（3个课程合一）。学习目标检测、分割、跟踪和姿态估计技术，构建Web应用，并深入真实世界项目。此课程包含22个精彩的项目，帮助您掌握目标检测、分割、跟踪和姿态估计技能！ 课程学习内容包括： - 目标检测简介 - CNN、RCNN、Fast RCNN、Faster RCNN、Mask R-CNN概述 - YOLO算法介绍及YOLOv7论文回顾 - 计算机视觉中的准确性测量 - 交并比（IOU）和非极大值抑制（NMS） - 在Google Colab中进行YOLOv7图像和视频目标检测 - YOLO-NAS新特性，实时YOLO-NAS对象检测 - 使用自定义数据集训练YOLO-NAS - YOLOv8引入及其在Windows和Google Colab中的运行 - 使用YOLOv7和YOLOv8进行各类目标检测项目（如口罩、防护装备、坑洞等） - 多目标跟踪介绍和实现DeepSORT算法 - 交通计数和车辆速度计算项目 - YOLOv7分割、YOLOv8分割及其跟踪项目 - 垃圾检测、车牌检测等各种实用项目 - 姿态估计模型的应用（如俯卧撑计数、网球击球识别等） - Web开发教程，YOLOv7与Flask的集成及实时手语字母检测 通过本课程，学员将全面掌握目标检测和计算机视觉的相关技术，并能够动手实施真实世界的应用项目。
Unlock the Power of Computer Vision with our YOLOv7 YOLOv8 YOLO-NAS Crash Course (3 COURSES IN 1 )- Learn Object Detection, Segmentation, Tracking, and Pose Estimation Techniques, Build Web Apps, and Dive into Real-World Projects.Our YOLOv7 YOLOv8 YOLO-NAS Crash Course Features Over 22 Exciting Projects to Help You Master Object Detection, Segmentation, Tracking, and Pose Estimation!What will you learn in this course:Introduction to Object DetectionOverview of CNN, RCNN, Fast RCNN, Faster RCNN, Mask R-CNNIntroduction to YOLO AlgorithmYOLOv7 Paper ReviewMeasuring Accuracy in Computer VisionIntersection Over Union (IOU)Non-Max Suppression (NMS)YOLOv7 Object Detection on Images, Video in Google ColabWhat's New in YOLO-NAS Is YOLO-NAS the Future of Object Detection?YOLO-NAS Object Detection Run YOLO-NAS in 1 CLICK - Google ColabYOLO-NAS Object Detection with Webcam in Real TimeHow to train YOLO-NAS using custom datasetIntroduction to YOLOv8Running YOLOv8 on WindowsRunning YOLOv8 in Google ColabTraining Custom YOLOv7 Face Mask Detection using YOLOv7 Personal Protective Equipment Detection using YOLOv7 Training Custom YOLOv8 Potholes Detection using YOLOv8Introduction to Multi-Object TrackingImplementing YOLOv7 with Multi-Object Tracker DeepSORT AlgorithmTraffic Counting using YOLOv7 and DeepSORT Object TrackingCar Velocity Calculation + Traffic Counting using YOLOv7 and Object TrackingVehicles Counting (Entering and Leaving) using YOLOv7 & DeepSORT Object TrackingCar Velocity Calculation + Vehicles Counting (Entering and Leaving)Implementing YOLOv8 with Multi-Object Tracker DeepSORT AlgorithmImplementing YOLOv8 with Multi-Object Tracker DeepSORT Algorithm Google ColabYOLOv7 SegmentationRun YOLOv7 Segmentation on Google ColabYOLOv7 Segmentation with TrackingYOLOv8 Segmentation on Custom Dataset Potholes Segmentation Estimate the Pixel Area of Each Segmentation MaskYOLOv8 SegmentationRun YOLOv8 Segmentation on Google ColabYOLOv8 Segmentation with TrackingVehicles Intensity Heatmaps Vehicles Counting Tracking using YOLOv7Privacy Blurring using YOLOv7 with Object TrackingFire Detection System using YOLOv7 Plastic Bottles Counting on Manufacturing LinesWaste Detection and Segmentation using YOLOv7 License Plate Detection and Recognition using YOLOv7Basketball Player and Ball Detection, Tracking and Speed Estimation with Web AppRun YOLOv7 Pose Estimation Model Google ColabCrunch Counter using YOLOv7 Pose EstimationPush Up Counter using YOLOv7 Pose EstimationTennis Shots Identification YOLOv7 Pose Estimation and LSTM (Theoretical Lesson)Tennis Shots Identification using YOLOv7 Pose Estimation and LSTM ModelBadminton Shots Identification using YOLOv7 Pose Estimation and LSTM ModelWeb Development Tutorial Integration of YOLOv7 with Flask Privacy Blurring Web AppVehicles Counting Entering and Leaving Web AppReal Time Sign Language Alphabets Detection using YOLO-NAS
