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Udemy - Camera Algorithms Course 1 - For ADAS and Autonomous Driving

Torrent: Udemy - Camera Algorithms Course 1 - For ADAS and Autonomous Driving
Description:

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.

Downloads: 53
Category: Other/Tutorials
Size: 3.2 GB
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Added: 2021-12-17 10:02:25
Language: English
Peers: Seeders : 11 , Leechers : 4
Tags: Engineering Udemy 
Release name: Udemy - Camera Algorithms Course 1 - For ADAS and Autonomous Driving
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