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The Computer Vision Workshop

You're reading from   The Computer Vision Workshop Develop the skills you need to use computer vision algorithms in your own artificial intelligence projects

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Product type Paperback
Published in Jul 2020
Publisher Packt
ISBN-13 9781800201774
Length 568 pages
Edition 1st Edition
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Authors (3):
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Nikhil Singh Nikhil Singh
Author Profile Icon Nikhil Singh
Nikhil Singh
Hafsa Asad Hafsa Asad
Author Profile Icon Hafsa Asad
Hafsa Asad
Vishwesh Ravi Shrimali Vishwesh Ravi Shrimali
Author Profile Icon Vishwesh Ravi Shrimali
Vishwesh Ravi Shrimali
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Toc

Object Detection

Object detection is a technique that's used for locating and identifying instances of objects in images or videos. Object detection is popular in applications such as self-driving cars, pedestrian detection, object tracking, and many more. Generally, object detection comprises two steps: first, object localization, to locate an object in an image; and second, object classification, which classifies the located object in the appropriate category. There are many algorithms for object detection, but we will discuss one of the more widely used algorithms, called Single Shot Detector (SSD). Later, we will also implement object detection models using classical algorithms such as the Haar Cascade and LBPH algorithms.

Single Shot Detector

Single Shot Detector (SSD) is a state-of-the-art real-time object detection algorithm that provides much better speeds compared to the Faster-Regional Convolutional Neural Network (RCNN) algorithm (another popular object detection...

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