【课程设计】基于yolov8实现进行物体跟踪源码.zip

# yolov8-object-tracking #### [ultralytics==8.0.0] ### Features - Object Tracks - Different Color for every track - Video/Image/WebCam/External Camera/IP Stream Supported ### Coming Soon - Selection of specific class ID for tracking - Development of dashboard for YOLOv8 ### Train YOLOv8 on Custom Data - https://chr043416.medium.com/train-yolov8-on-custom-data-6d28cd348262 ### Steps to run Code - Clone the repository ``` https://github.com/RizwanMunawar/yolov8-object-tracking.git ``` - Goto cloned folder ``` cd yolov8-object-tracking ``` - Install the ultralytics package ``` pip install ultralytics==8.0.0 ``` - Do Tracking with mentioned command below ``` #video file python yolo\v8\detect\detect_and_trk.py model=yolov8s.pt source="test.mp4" show=True #imagefile python yolo\v8\detect\detect_and_trk.py model=yolov8m.pt source="path to image" #Webcam python yolo\v8\detect\detect_and_trk.py model=yolov8m.pt source=0 show=True #External Camera python yolo\v8\detect\detect_and_trk.py model=yolov8m.pt source=1 show=True ``` - Output file will be created in the working-dir/runs/detect/train with original filename ### Results <table> <tr> <td>YOLOv8s Object Tracking</td> <td>YOLOv8m Object Tracking</td> </tr> <tr> <td><img src="https://user-images.githubusercontent.com/62513924/211671576-7d39829a-f8f5-4e25-b30a-530548c11a24.png"></td> <td><img src="https://user-images.githubusercontent.com/62513924/211672010-7415ef8b-7941-4545-8434-377d94675299.png"></td> </tr> </table> ### References - https://github.com/abewley/sort - https://github.com/ultralytics/ultralytics ### My Articles - https://muhammadrizwanmunawarvisionai.blogspot.com/2023/04/maximizing-efficiency-on-construction.html 🔥 - https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/instance-segmentation-vs-semantic.html ✅ - https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/mastering-image-classification.html 🔥 - https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/object-detection-in-agriculture.html ✅ - https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/techniques-for-accurate-data-annotation.html ✅ - https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/object-tracking-using-bytetrack.html 🔥 - https://muhammadrizwanmunawarvisionai.blogspot.com/2023/03/pose-estimation-computer-vision.html ✅ - https://chr043416.medium.com/train-yolov8-on-custom-data-6d28cd348262 - https://medium.com/augmented-startups/roadmap-for-computer-vision-engineer-45167b94518c - https://medium.com/augmented-startups/yolor-or-yolov5-which-one-is-better-2f844d35e1a1 - https://medium.com/augmented-startups/train-yolor-on-custom-data-f129391bd3d6 - https://medium.com/augmented-startups/develop-an-analytics-dashboard-using-streamlit-e6282fa5e0f <a href= "https://www.linkedin.com/posts/muhammadrizwanmunawar_yolov8-aiinnovation-computervision-activity-7018504358329790465-qmde?utm_source=share&utm_medium=member_desktop">LinkedIn Post on YOLOv8 Release</a> Don't forget to check out my <a href= "https://muhammadrizwanmunawar.com/">Services</a> For more details, you can reach out to me on [Medium](https://chr043416.medium.com/) or can connect with me on [LinkedIn](https://www.linkedin.com/in/muhammadrizwanmunawar/)