Skip to Main Content
Explainable Machine Learning Models and Architectures
book

Explainable Machine Learning Models and Architectures

by Suman Lata Tripathi, Mufti Mahmud
September 2023
Intermediate to advanced content levelIntermediate to advanced
272 pages
6h 43m
English
Wiley-Scrivener
Content preview from Explainable Machine Learning Models and Architectures

2Artificial Intelligence and Image Recognition Algorithms

Siddharth1*, Anuranjana1 and Sanmukh Kaur2

1Dept. of Information Technology, Amity School of Engineering and Technology, Amity University Uttar Pradesh, Noida, India

2Dept. of Electronics and Communication Engineering, Amity School of Engineering and Technology, Amity University Uttar Pradesh, Noida, India

Abstract

Various computer vision tasks, including video object tracking and image detection/classification, have been successfully achieved using feature detectors and descriptors. In various phases of the detection-description pipeline, many techniques use picture gradients to characterize local image structures. In recent times, convolutional neural networks (CNNs) have taken the place of some or all these algorithms that reply and detectors and descriptors. Earlier algorithms, such as the Harris Corner Detector, SIFT, ASIFT and SURF that were once hailed as cutting-edge image recognition algorithms have now been replaced by something more robust. This document highlights the generational improvement in image recognition algorithms and draws a contrast between current CNN-based image recognition techniques and previous state-of-the-art algorithms that don’t rely on CNN. The purpose of this study is to emphasize the necessity of using CNN-based algorithms over traditional algorithms which are not as dynamic.

Keywords: Convolution Neural Networks (CNN), Scale Invariant Feature Transform (SIFT), Artificial Intelligence ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Start your free trial

You might also like

Practical Rust Projects: Building Game, Physical Computing, and Machine Learning Applications

Practical Rust Projects: Building Game, Physical Computing, and Machine Learning Applications

Shing Lyu
Practical Simulations for Machine Learning

Practical Simulations for Machine Learning

Paris Buttfield-Addison, Mars Buttfield-Addison, Tim Nugent, Jon Manning

Publisher Resources

ISBN: 9781394185849Purchase Link