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[ CoursePig.com ] Udemy - Camera Algorithms Course 1 - For ADAS And Autonomous Driving
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Camera Algorithms Course 1 - For ADAS & Autonomous Driving
https://CoursePig.com
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch Genre: eLearning | Language: English + srt | Duration: 39 lectures (8h 33m) | Size: 2.6 GB For ADAS & Autonomous Driving - Object detection, classification & multi-object tracking, computer vision, deep learning What you'll learn: Basics of ADAS (Advanced Driver Assistance Systems) and Autonomous Driving Understanding need and role of camera in ADAS and AD Understanding different terminologies regarding camera Camera Pin hole model, concept of Perspective Projection and derive homogenous equations for camera Concepts of Extrinsic and Intrinsic camera calibration matrix Understand breifly the process of doing intrinsic and extrinsic camera calibration Concepts of Image classfication and Image localization Concepts of Object detection including state of the art models - R-CNN, Fast R-CNN, Faster R-CNN, YOLOv3 and SSD Image segmentation, what is instance and semantic segmentation & Mask R-CNN Concept of multi object tracking, kalman filter, data association and how to do MOT for camera images
Requirements Working computer with Internet Basics of computer vision and deep learning Basic mathematics - matrix, vectors, probability, transformations, etc. motivation to learn actively
Description Perception of Environment is very crucial and important step in the development of ADAS (Advanced Driver Assistance Systems) and also in Autonomous Driving. Main sensors which are widely accepted and used includes Radar, Camera, LiDAR and Ultrasonic.
This course focus on Camera sensor. Specifically, with advancement of deep learning together with computer vision, the algorithm development approach in the field of camera has drastically changed in last few years.
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/1. Why thic course .mp4
54.4 MB
~Get Your Files Here !/1. Introduction/1. Why thic course .srt
9.9 KB
~Get Your Files Here !/1. Introduction/2. Course Content.mp4
43.2 MB
~Get Your Files Here !/1. Introduction/2. Course Content.srt
10 KB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/1. Intro.mp4
11.3 MB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/1. Intro.srt
3.8 KB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/10. Outro.mp4
7 MB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/10. Outro.srt
1.2 KB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/10.1 Computer_Vision_for_Autonomous_Vehicles_Problems_Datasets and state of the art.pdf
40.4 MB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/11. Quiz.html
192 B
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/2. What is ADAS .mp4
83 MB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/2. What is ADAS .srt
14.2 KB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/2.1 My ADAS online course for you.html
125 B
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/3. What is Autonomous Driving .mp4
103.6 MB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/3. What is Autonomous Driving .srt
8.3 KB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/4. Role of Different Sensors in ADAS and AD - Part 1.mp4
102.2 MB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/4. Role of Different Sensors in ADAS and AD - Part 1.srt
17.6 KB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/4.1 My Automotive Radar Online course for you.html
125 B
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/5. Role of Different Sensors in ADAS and AD - Part 2.mp4
126.7 MB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/5. Role of Different Sensors in ADAS and AD - Part 2.srt
16.4 KB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/6. Camera Applications in ADAS & Autonomous Driving.mp4
122.8 MB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/6. Camera Applications in ADAS & Autonomous Driving.srt
18.1 KB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/6.1 openCV - Computer vision library.html
80 B
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/6.2 openCV tutorials - official website.html
117 B
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/7. Some terms to know - Part 1.mp4
21.5 MB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/7. Some terms to know - Part 1.srt
17.1 KB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/8. Some terms to know - Part 2a.mp4
127.3 MB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/8. Some terms to know - Part 2a.srt
22.7 KB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/9. Some terms to know - Part 2b.mp4
71.1 MB
~Get Your Files Here !/2. Camera in ADAS & Autonomous Driving Application/9. Some terms to know - Part 2b.srt
15.4 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/1. Intro.mp4
7.9 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/1. Intro.srt
3.8 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/10. Concept - RCNN, Fast R-CNN, Faster R-CNN Object detectors.mp4
188.2 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/10. Concept - RCNN, Fast R-CNN, Faster R-CNN Object detectors.srt
36.7 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/11. Concept - YOLO (You Only Look Once) - Part 1.mp4
214.8 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/11. Concept - YOLO (You Only Look Once) - Part 1.srt
39.2 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/12. Concept - YOLO (You Only Look Once) - Part 2.mp4
122.1 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/12. Concept - YOLO (You Only Look Once) - Part 2.srt
21.3 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/13. Concept - YOLO (You Only Look Once) - Part 3.mp4
58.4 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/13. Concept - YOLO (You Only Look Once) - Part 3.srt
12.6 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/14. Concept - SSD (Single Shot Detector) Object Detector.mp4
28.7 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/14. Concept - SSD (Single Shot Detector) Object Detector.srt
6.6 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/14.1 Paper on SSD.pdf
2.4 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/15. Concept - Image segmentation.mp4
63.5 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/15. Concept - Image segmentation.srt
12.7 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/16. Concept - Mask R-CNN.mp4
41.6 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/16. Concept - Mask R-CNN.srt
7.1 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/16.1 Mask R-CNN paper.pdf
7.4 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/17. Concept - Multi Object Tracking - Part 1.mp4
123.5 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/17. Concept - Multi Object Tracking - Part 1.srt
22.5 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/18. Concept - Multi Object Tracking - Part 2.mp4
64.9 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/18. Concept - Multi Object Tracking - Part 2.srt
23.5 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/19. Concept - Multi Object Tracking - Part 3.mp4
123.6 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/19. Concept - Multi Object Tracking - Part 3.srt
26.5 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/2. Basics of Camera - Part 1.mp4
113.5 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/2. Basics of Camera - Part 1.srt
24.1 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/20. Concept - Multi Object Tracking - Part 4.mp4
130.3 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/20. Concept - Multi Object Tracking - Part 4.srt
24.7 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/21. Concept - Multi Object Tracking - Part 5.mp4
114.1 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/21. Concept - Multi Object Tracking - Part 5.srt
24.5 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/22. Concept - Multi Object Tracking - Part 6.mp4
21.5 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/22. Concept - Multi Object Tracking - Part 6.srt
6.4 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/23. Complete Camera Perception Pipeline.mp4
31.1 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/23. Complete Camera Perception Pipeline.srt
11.2 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/24. Outro.mp4
31.8 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/24. Outro.srt
6.8 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/25. Quiz.html
192 B
~Get Your Files Here !/3. Concepts for Camera Algorithm development/3. Basics of Camera - Part 2.mp4
131.4 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/3. Basics of Camera - Part 2.srt
29.4 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/4. Basics of Camera - Part 3.mp4
131.1 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/4. Basics of Camera - Part 3.srt
26.5 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/5. Understanding Calibration of Camera - Part 1.mp4
75.7 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/5. Understanding Calibration of Camera - Part 1.srt
16.3 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/5.1 camera intrinsic calibration opencv.html
124 B
~Get Your Files Here !/3. Concepts for Camera Algorithm development/5.2 ROS node to do camera intrinsic calibration using checkerboard.html
99 B
~Get Your Files Here !/3. Concepts for Camera Algorithm development/5.3 step by step process of camera intrinsic calibration using opencv and checkerboard.html
117 B
~Get Your Files Here !/3. Concepts for Camera Algorithm development/5.4 To download checkerboard for calibration.html
133 B
~Get Your Files Here !/3. Concepts for Camera Algorithm development/6. Understanding Calibration of Camera - Part 2.mp4
65.8 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/6. Understanding Calibration of Camera - Part 2.srt
14.1 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/7. Concept - Object Classification in Image.mp4
160.7 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/7. Concept - Object Classification in Image.srt
33.2 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/7.1 AlexNet Paper.html
150 B
~Get Your Files Here !/3. Concepts for Camera Algorithm development/7.2 alexnet_image_classification_pytorch_example.py
2.3 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/7.3 crane.jpeg
36.3 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/7.4 imagenet_classes.txt
10.2 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/7.5 Inception Network paper.html
96 B
~Get Your Files Here !/3. Concepts for Camera Algorithm development/7.6 ResNet paper.html
97 B
~Get Your Files Here !/3. Concepts for Camera Algorithm development/8. Concept - Object Localization in Image.mp4
149.9 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/8. Concept - Object Localization in Image.srt
26.9 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/8.1 example code to extend classification pretrained model for image localization.html
118 B
~Get Your Files Here !/3. Concepts for Camera Algorithm development/9. Concept - Object Detection in Image.mp4
86.5 MB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/9. Concept - Object Detection in Image.srt
17.1 KB
~Get Your Files Here !/3. Concepts for Camera Algorithm development/9.1 State_of_the_art_object_detection_models.pdf
11.8 MB
~Get Your Files Here !/4. Wrap up/1. What will you learn in Course 2 of this series.mp4
36.5 MB
~Get Your Files Here !/4. Wrap up/1. What will you learn in Course 2 of this series.srt
10.5 KB
~Get Your Files Here !/4. Wrap up/2. Congratulations.html
552 B
~Get Your Files Here !/4. Wrap up/3. Additional References.html
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