Computer Vision Web Development: YOLOv8 and TensorFlow.js

سرفصل های دوره

OpenCV.js, TensorFlow.js, YOLOv8, Object Detection, Custom Object Detection, Computer Vision and Web Integration

1. Introduction to the Course

1. Introduction

2. Building a Photoshop Web Application with OpenCV.js

1. Application Demo

2. Template-Layout Overview

3.1 CV-Web-Course.zip

3. Template-Reading Images

4. Basic Functions - Gray scale, Blur, Edge Detector

5. Photoshop Application

3. Creating a Web Application for Color Detection using OpenCV.js

1. Application Demo

2.1 CV-Web-Course.zip

2. Template- Side Line, Side Bar, Header, Tablet Container

3. Template- Adding Trackbars

4. Basic Function - BGRtoHSV, inRange & bitwise_and

4. Developing a Web Application for Shape Detection using OpenCV.js

1. Application Demo

2.1 CV-Web-Course.zip

2. Shapes Detection using OpenCV.js

5. Web App Detecting Multiple Faces with OpenCV.js & Haar Cascade Classifier

1. Application Demo

2.1 CV-Web-Course.zip

2. Detecting Faces in an Image using OpenCV.js and Haar Cascade Classifier

6. Building a Real-Time Face Detection App with OpenCV.js & Haar Cascade Classifier

1. Building the Initial Web App Layout for Live Webcam Face Detection

2.1 CV-Web-Course.zip

2. Template- Side Line, Side Bar, Header, Tablet Container

3. Face Detection with OpenCV.js & Haar Cascade Classifier Image &Live Webcam Feed

7. Video Processing in the Browser with OpenCV.js

1. How to Display and Control Video Playback in the Browser

2.1 CV-Web-Course.zip

2. Adding Play and Pause Functionality for Video Control in the Web App

3. Convert Video from RGB to Gray Scale using OpenCV.js

4. Implementing Face Detection on Video with OpenCV.js and Haar Cascade Classifier

5. Enhancing Web App Face Detection on Uploaded Videos using OpenCV.js

6. WebApp Layout Makeover Adding Sideline, Sidebar, and Right Panel

8. Real-time Object Detection in the Browser using TensorFlow.js and COCO-SSD Model

1. Application Demo

2.1 CV-Web-Course.zip

2. Template- Side Line, Side Bar, Header, Tablet Container

3. Detecting Objects in Images with TensorFlow.js COCO-SSD Model

4. Detecting Objects in Images and Live Webcam Feed using TensorFlow.js

9. Object Detection in Images & Videos in Browser using TensorFlow.js & COCO-SSD

1. Application Demo

2.1 CV-Web-Course.zip

2. Detecting Objects in Images with TensorFlow.js COCO-SSD Model

3. Detecting Objects in Images and Videos with TensorFlow.js COCO-SSD Model

10. Real-time Object Detection in the Browser using YOLOv8 and TensorFlow.js

1. Application Demo

2.1 YOLOv8_to_Tfjs.zip

2. Export YOLOv8 Model Weights to TensorFlow.js Format

3.1 CV-Web-Course.zip

3. Detecting Objects in Images using YOLOv8 and TensorFlow.js

4. Object Detection on Images and Live Webcam Feed using YOLOv8 and TensorFlow.js

11. Object Detection in Images & Videos in the Browser using YOLOv8 & TensorFlow.js

1. Application Demo

2.1 YOLOv8_to_Tfjs.zip

2. Export YOLOv8 Model Weights to TensorFlow.js Format

3.1 CV-Web-Course.zip

3. Detecting Objects in Images using YOLOv8 and TensorFlow.js

4. Detecting Objects on Images and Videos using YOLOv8 and TensorFlow.js

12. Personal Protective Equipment (PPE) Detection using YOLOv8 and TensorFlow.js

1. Application Demo

2.1 PPE_Files.zip

2. Fine-Tune Train YOLOv8 Model on Personal Protective Equipment (PPE) dataset

3. Export Fine-Tuned YOLOv8 Model Weights on PPE dataset into TensorFlow.js Format

4.1 CV-Web-Course.zip

4. Real-Time Personal Protective Equipment Detection in the Browser

5. Detecting Personal Protective Equipment (PPE) in Images & Videos in the Browser

13. American Sign Language (ASL) Letters Detection using YOLOv8 and TensorFlow.js

1. Application Demo

2.1 Sign-Language.zip

2. Fine-Tune Train YOLOv8 Model on American Sign Language (ASL) Letters dataset

3. Export Fine-Tuned YOLOv8 Model Weights on ASL dataset into TensorFlow.js Format

4.1 CV-Web-Course.zip

4. Detecting ASL Letters in Images, Videos & in Live Webcam Feed

14. Licence Plate Detection and Recognition using YOLOv8 and Tesseract.js

1. Application Demo

2.1 Licence_Plate_Files.zip

2. Fine-Tune Train YOLOv8 Model on Licence Plate dataset

3. Export Fine-Tuned YOLOv8 Model Weights into TensorFlow.js Format

4.1 CV-Web-Course.zip

4. Licence Plate Detection in the Browser using YOLOv8 and TensorFlow.js

5. Licence Plate Detection and Recognition using YOLOv8 and Tesseract.js (Part- 01)

6. Licence Plate Detection and Recognition using YOLOv8 and Tesseract.js (Part- 02)

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تولید کننده: Udemy