Learn OpenCV: Build # 30 Apps with OpenCV, YOLOv8 & YOLO-NAS

سرفصل های دوره

OpenCV, Object Detection, Object Tracking, Object Segmentation, YOLOv8, YOLO-NAS, Train Custom Dataset, Pose Estimation

1. Introduction

1. Introduction

2. Installations

2. Introduction to OpenCV

1.1 Section 01 R.zip

1. Introduction

2. Basic Functions

3.1 Section 01 R.zip

3. Resizing and Cropping

4.1 Section 01 R.zip

4. Shapes and Texts

5. Warp Perspective

6.1 Section 01 R.zip

6. Joining Images

7.1 Section 01 R.zip

7. Color Detection

8.1 Section 01 R.zip

8. Drawing Contours and Shape Detection

9.1 Section 01 R.zip

9. Face Detection

10. Number Plate Detection

11.1 Section 01 R.zip

11. Document Scanner

3. OpenCV Projects

1.1 Section 02 R.zip

1. Detect Mouse Clicks on an Image and Creating a Warp Perspective

2.1 Section 02 R.zip

2. QR Code and Bar Code Detection

3. Lane Detection

4.1 Section 02 R.zip

4. Object Size Measurement using OpenCV

5.1 Project Optical Mark Recognition Recording.zip

5. OPTICAL MARK RECOGNITION (OMR) MCQ Automated Grading- OpenCV Python - Part 1

6.1 Project Optical Mark Recognition Recording.zip

6. OPTICAL MARK RECOGNITION (OMR) MCQ Automated Grading- OpenCV Python - Part 2

7.1 Project Optical Mark Recognition Recording.zip

7. OPTICAL MARK RECOGNITION (OMR) MCQ Automated Grading- OpenCV Python - Part 3

8.1 Project Optical Mark Recognition Recording.zip

8. OPTICAL MARK RECOGNITION (OMR) MCQ Automated Grading- OpenCV Python - Part 4

9.1 Project Optical Mark Recognition Recording.zip

9. OPTICAL MARK RECOGNITION (OMR) MCQ Automated Grading- OpenCV Python - Part 5

10.1 Project Optical Mark Recognition Recording.zip

10. OPTICAL MARK RECOGNITION (OMR) MCQ Automated Grading- OpenCV Python - Part 6

4. Advanced OpenCV Projects

1.1 Basket Ball Shot Predictor Recording.zip

1. Basketball Shot Predictor

2.1 Project Parking Space Counter Recording.zip

2. Parking Space Counter using OpenCV

3.1 Project Pong Game Recording.zip

3. Pong Game using Hand Gestures OpenCV Python

4.1 Project Gesture Volume Control Recording.zip

4. Gesture Volume Control using OpenCV

5. YOLOv8

1. Introduction to YOLO

2. Overview of CNN, RCNN, Fast RCNN, Faster RCNN, Mask R-CNN

3. Introduction to YOLOv8

4.1 demo

4.2 image1.zip

4.3 yolov8 complete tutorial final.zip

4.4 yolov8 complete tutorial.zip

4. Objects Detection with YOLOv8 - Google Colab

5.1 Object Tracking OpenCV Recording.zip

5. Read and Display an Image using OpenCV

6. Read and Display a Video using OpenCV

7. Read, Write and Display a video using OpenCV

8. Capture Video from Camera using OpenCV

9.1 Object Tracking OpenCV Recording.zip

9. Object Detection on Images using YOLOv8

10. Object Detection on Videos using YOLOv8

11. Object Detection in Real Time with Webcam using YOLOv8

12.1 Object Tracking OpenCV Recording.zip

12. Object Tracking from Scratch with YOLOv8 and OpenCV -- Part 1

13. Object Tracking from Scratch with YOLOv8 and OpenCV -- Part 2

14.1 Object Tracking OpenCV Recording.zip

14. Object Tracking from Scratch with YOLOv8 and OpenCV -- Part 3

15. Object Tracking from Scratch with YOLOv8 and OpenCV -- Part 4

16. Object Tracking from Scratch with YOLOv8 and OpenCV -- Part 5

17.1 Object Tracking OpenCV Recording.zip

17. Object Tracking from Scratch with YOLOv8 and OpenCV -- Part 6

18.1 PREDICTING TRAJECTORY KALMAN FILTER.zip

18. Predict Trajectory of an Object with Kalman Filter -- Part 1

19.1 PREDICTING TRAJECTORY KALMAN FILTER.zip

19. Predict Trajectory of an Object with Kalman Filter -- Part 2

20.1 PREDICTING TRAJECTORY KALMAN FILTER.zip

20. Predict Trajectory of an Object with Kalman Filter -- Part 3

6. Training Custom YOLOv8

1.1 AllFiles PPE.zip

1.2 best.zip

1.3 ppe detection step by step complete final.zip

1. Personal Protective Equipment (PPE) Detection Google Colab Part 1

2.1 AllFiles PPE.zip

2.2 best.zip

2.3 ppe detection step by step complete final.zip

2.4 predictions.zip

2. PPE Detection Part 2 Live Webcam Testing

7. YOLOv8 Object Segmentation

1. YOLOv8 Segmentation

2.1 yolov8 segmentation colab.zip

2. Run YOLOv8 Segmentation on Google Colab

3. YOLOv8 Segmentation on Custom Dataset Potholes Segmentation Part 1

4.1 UploadFilesComplete.zip

4. YOLOv8 Segmentation on Custom Dataset Potholes Segmentation Part 2

5.1 UploadFilesComplete.zip

5. YOLOv8 Segmentation on Custom Dataset Potholes Segmentation Part 3

8. YOLO-NAS

1. YOLO-NAS A New Foundation Model for Object Detection

2. Whats New in YOLO-NAS Is YOLO-NAS the Future of Object Detection

3.1 yolonas object detection images videos updated.zip

3. Object Detection with YOLO-NAS - Google Colab

4.1 YOLO NAS Object Tracking Pycharm.zip

4. Read and Display Image using OpenCV

5.1 YOLO NAS Object Tracking Pycharm.zip

5. Read and Display Video using OpenCV

6. Read Display and Write Video using OpenCV

7. Capture Video from Camera using OpenCV

8.1 YOLO NAS Object Tracking Pycharm.zip

8. Object Detection on Images using YOLO-NAS

9. Object Detection on Videos using YOLO-NAS

10. Object Tracking using YOLO-NAS and SORT Algorithm

11. Vehicles Counting (Entering and Leaving) using YOLO-NAS and SORT Object Tracking

12. Object Tracking using YOLO-NAS and SORT on Custom Dataset (Ship Detection)

13.1 YOLO NAS DeepSORT Video.zip

13. Introduction to Object Tracking using YOLO-NAS and DeepSORT Algorithm

14. Object Tracking using YOLO-NAS and DeepSORT Algorithm

15. Object Tracking with YOLO-NAS and DeepSORT Custom Dataset (Vehicles Detection)

9. YOLO-NAS Apps

1.1 train yolonas custom dataset potholes complete (1).zip

1. Potholes Detection using YOLO-NAS

2.1 train yolonas retail store.zip

2. Grocery Items Detection in a Retail Store with YOLO-NAS

3.1 train yolonas custom dataset ppe.zip

3. Personal Protective Equipment (PPE) Detection using YOLO-NAS

4. Vehicle Intensity Heatmaps YOLO-NAS Intro

5.1 Vehicles Intensity Heatmap YOLONAS.zip

5. Vehicle Intensity Heatmaps YOLO-NAS Complete Tutorial

10. Image and Video Segmentation using

1.1 video image segmentation yolonas sam (1).zip

1.2 yolonas+sam imagesegementation using yolonas and segment anything model (1).zip

1. Image and Video Segmentation using YOLO-NAS and Segment Anything Model (SAM)

11. Optical Character Recognition

1. Install Tesseract-OCR

2.1 Project Tesseract OCR Recording.zip

2. Read Text from Image using Tesseract OCR

3.1 Project Tesseract OCR Recording.zip

3. Detecting Characters from Image using Tesseract OCR

4.1 Project Tesseract OCR Recording.zip

4. Detecting Words from Image using Tesseract OCR

5.1 Project Paddle OCR Recording.zip

5. Text Detection with PaddleOCR

6.1 Project Paddle OCR Recording.zip

6. Text Recogniton with PaddleOCR

7.1 Licence plate detection recognition.zip

7. License Plate Detection and Recognition with YOLO-NAS and Paddle OCR

8.1 Licence plate detection recognition.zip

8. License Plate Detection and Recognition with YOLO-NAS and Tesseract OCR

9.1 MultiCam Licence plate Course.zip

9. Multi-Cam Number Plate Detection and Recognition with YOLO-NAS and EasyOCR

12. Pose Estimation

1.1 PoseEstimation Recording.zip

1. Pose Estimation using OpenCV and MediaPipe

2.1 PoseEstimation Recording.zip

2. Bicep Curl Counter with OpenCV and MediaPipe

3. Push-Ups Counter with OpenCV and MediaPipe

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تولید کننده: Udemy