系统组成 视频AI识别系统,该系统主要由四个部分组成,分别为:admin管理端，media流媒体端，分析端analyzer(c++)和YOLOV8模型端.系统当中四个模块之间的关系如下图: 管理端Admin模块 admin模块主要功能就是负责前后端的交互功能,其中使用的是Web作为前端的展示,后端的数据和接口的处理逻辑为Django的框架,负责执行一些自动化操作,和实现与临时数据库Redis之间的交互功能,包括:账号登陆,视频流id,报警视频和报警图片等信息的存储. MediaServer媒...
Overview This project demonstrates how to perform object tracking and annotation using YOLO (You Only Look Once) on a video, leveraging Google Colab for efficient processing and Google Drive for saving outputs. The entire process involves downloading...
Few months ago I wrote an article and showed, that it's possible to run YOLOv8 object detection using not only Python, but any other language, that supports ONNX. I also provided an example of object detection web applications on Julia, JavaScript, N...
In today's fast-paced medical environment, efficiency is key. With advancements in AI, we're now able to streamline complex tasks, making them faster and more accurate. One such task is the analysis and reporting of MRI images. In this post, I'll wal...
Tea is a beloved beverage enjoyed worldwide, with countless varieties boasting unique flavors and aromas. However, grading tea leaves plays a crucial role in determining their quality and market value. Traditionally, this process relies on the expert...
https://youtu.be/MVND6gmBA1w?si=CS983yoUEtA40g81 Tennis Analyzer Using Python, YOLOv8, Pytorch and OpenCV. It was used YOLOv8, Pytorch and OpenCV to Detect the Court Area, the Players and the Ball. Using Python, it was able to Calculate Parameters ...
In the realm of computer vision, object detection plays a crucial role in identifying and locating objects within an image or video. This blog delves into the exciting world of serverless computing and explores how AWS Lambda can be harnessed to exec...
Hearing about AI and object detection can create an illusion among developers that doing such things is far beyond the reach of traditionally trained programmers. But that's not the case. Object detection is easy to set up and only requires a few min...
https://twitter.com/mendezluisjose/status/1692197555138973934?s=20 Flower Detection and Instance Segmentation with YOLOv8 The Flower Detection and Instance Segmentation Model was trained with over 4000 Flower Images and with YOLOv8 Architecture. C...
Brain Tumor Detection with Python and YoloV8. The Brain Tumor Detection was trained with over 600 Tumor Images, and with YOLOv8. Check-it out Test it by running the app.py file, built with Streamlit. Run streamlit run app.py Resources Brain Tumo...
