Random Sample Consensus - Robust Estimation in Computer Vision

Fouad Sabry

Sinopse

What is Random Sample Consensus
 
Random sample consensus, also known as RANSAC, is an iterative method that is used to estimate the parameters of a mathematical model based on a collection of observed data that includes outliers. This method is used in situations where the outliers are permitted to have no impact on the values of the estimates. The conclusion is that it is also possible to view it as a tool for detecting outliers. An algorithm is considered to be non-deterministic if it is able to generate a suitable result only with a certain probability, and this likelihood increases as the number of iterations that are permitted via the method increases. In 1981, Fischler and Bolles, who were working at SRI International, were the ones who initially published the algorithm. In order to solve the Location Determination Problem (LDP), which is a problem in which the objective is to find the points in space that project onto an image and then convert those points into a set of landmarks with known positions, they utilized RANSAC.
 
How you will benefit
 
(I) Insights, and validations about the following topics:
 
Chapter 1: Random sample consensus
 
Chapter 2: Estimator
 
Chapter 3: Least squares
 
Chapter 4: Outlier
 
Chapter 5: Cross-validation (statistics)
 
Chapter 6: Errors and residuals
 
Chapter 7: Mixture model
 
Chapter 8: Robust statistics
 
Chapter 9: Image stitching
 
Chapter 10: Resampling (statistics)
 
(II) Answering the public top questions about random sample consensus.
 
(III) Real world examples for the usage of random sample consensus in many fields.
 
Who this book is for
 
Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of Random Sample Consensus.

Disponível desde: 30/04/2024.

Comprimento de impressão: 144 páginas.

Ciência e Tecnologia

Outros livros que poderiam interessá-lo

Electrification with renewables:...

Irena International Renewable...

This report draws on primary data from health-energy assessments across 40 sample health facilities in Burkina Faso, as well as key stakeholder consultations and meetings with government and external health and energy experts.

Ver livro

Stormy Sleep Sounds - 5 Hours of...

Sleeptime Publications

Escape into the Storm Sleep Deeper Than Ever 🌧️ 🌙 
Struggle to unwind after a long day? Wish you could fall asleep faster and stay asleep longer? 
Stormy Sleep Sounds is your all-natural remedy for restless nights. Featuring 5 continuous hours of immersive thunder, rain, and rolling skies, this audiobook creates the perfect storm—literally—for deep, uninterrupted sleep. 
Let the rhythmic patter of rain, the low rumble of thunder, and the distant growl of clouds soothe your nervous system, block out distractions, and guide you into a peaceful, restorative rest. 
Perfect for:Falling asleep fastBlocking out background noiseEasing anxiety and tensionCreating a cozy, comforting atmosphere 
No narration. No music. Just pure, high-quality storm ambience. 
Press play, close your eyes, and let the skies lull you to sleep. 🌩️

Ver livro

The Real Issue in Nursing Stress...

Patrice M Foster

Sometimes, do you just want to stay at home and soak in your bathtub because the thought of going to work and seeing other people deal with illness, pain, injury, or death scares you?
Do you still believe that being a nurse is one of the best and most fulfilling things to ever happen to you, and are looking for a guide to help protect your mental health from all the issues associated with your job?
If you’ve answered YES,This book will help you understand the real issues in nursing stress and mental illness and help you deal with them, improving your career experience!
Being a nurse requires you to devote so much time to caring for others that you might forget to take care of yourself. However, no matter what you experience every day, it is important to protect your mental well-being because your job depends on it, and your health is just as precious as anyone else’s.
Probably you are wondering…
What does it mean to “take care of your mental health”?
Where do you begin?
How do you deal with different patients every day without being emotionally attached?
Will your experience get better?
How do you know that you are having mental issues?
These and many more questions are comprehensively covered in this book!From it, you will discover:
· The truth about the magnitude of your workload and the common challenges faced by all nurses
· What depression is, its symptoms, its main causes in nurses, and how to deal with it
· What anxiety is, its symptoms, what causes nursing anxiety, and what to do in case you experience it

Ver livro

Survive

Kamden Clover

Survive: The Ultimate Guide on How to Survive Any Natural Calamity, Discover the Effective Strategies and Tips on How You Can Prepare and Survive Any Calamity and DisasterThere is a saying that says "always be prepared." Nobody wants calamities to happen but sadly, it is a part of life. No matter where you are, or how much you deem your place to be the safest place of all, emergencies and disasters can happen at any moment. We don't always know when it will strike so it is important that we do whatever we can to prepare ourselves just in case it happens. Sadly, not a lot of Americans are doing much preparation. According to FEMA, 60% of Americans are not practicing any disaster preparation and even those that do don't have the basic supplies required for survival.This book will teach you a basic survival blueprint you can follow when different disasters strike. It will teach you all the important information you need in order to make sure you and your family have the best chance of surviving any calamity that might come your way.This audiobook will discuss some of the following topics:- Tips on Earthquake Emergency Preparation- Emergency Preparedness for Hurricanes- Prepare For a Flood the Best Way You Could- Vital Steps in Preparation for an Industrial Emergency- Safety Emergency Preparation Tips When There is a Tornado- Tsunami: What To Do and How to Survive- Emergency Preparation For Typhoons- What To Do When a Volcano Erupts?- The Truth About Emergency Services- Climate Change Emergency Preparation - We Should Act Now!- Home Emergency - Better Be Prepared- Heroes Need Help TooIt can be easy to shrug off any threat and to put it out of your mind thinking there's a slim possibility for any disaster to strike anytime soon. But this kind of attitude is what often leads to disastrous consequences. If you want to know the best tips and advice on how to survive a natural disaster, scroll up and click "add to cart" now.

Ver livro

Computer Vision for Beginners -...

Robert Francis

Unlock the mysteries of the digital world through the lens of computer vision with "Computer Vision for Beginners." This comprehensive guide is tailored for beginners eager to embark on a journey into the captivating realm of visual data processing and analysis. From the basics of image processing to the intricacies of machine learning and convolutional neural networks, this book serves as your compass in navigating the landscape of computer vision. 
Embark on a captivating exploration of the visual world as "Computer Vision for Beginners" equips you with the knowledge and skills to comprehend, create, and contribute to the evolving field of computer vision. With a blend of theory and practical application, this book is your gateway to understanding the present and shaping the future of visual computing. Get ready to witness the world in a new light!

Ver livro

Biotechnology and Bioinformatics...

Daniel Garfield

"Biotechnology and Bioinformatics: Fundamentals and Applications" is a comprehensive guide to the cutting-edge technologies and practices that are driving modern science. This book covers the basics of biotechnology and bioinformatics, including their definitions, histories, and applications in various fields.
Readers will gain an understanding of the fundamental techniques used in biotechnology, such as genetic engineering, gene editing, PCR, DNA sequencing, and microarray technology. The book also explores the applications of biotechnology in agriculture, biomedical science, industrial biotechnology, and environmental biotechnology.
Bioinformatics is introduced as an essential component of modern biology, and readers will learn about genomics, proteomics, transcriptomics, metabolomics, and systems biology. This book provides an overview of the various tools and techniques used in bioinformatics, including database management systems, sequence alignment algorithms, statistical analysis tools, and visualization tools.
The applications of bioinformatics are explored in depth, including drug discovery, personalized medicine, biomedical research, agriculture, and environmental science. The book also delves into the ethical and social implications of biotechnology and bioinformatics, and the regulation and governance of these technologies.
Finally, readers will gain insight into the future of biotechnology and bioinformatics, including the challenges and obstacles that must be overcome to realize the full potential of these technologies. This book is an essential resource for students, researchers, and professionals in the fields of biology, biotechnology, bioinformatics, and related disciplines, as well as anyone interested in the fascinating world of modern science.

Ver livro