How Long to Read Representations and Techniques for 3D Object Recognition and Scene Interpretation

How Long Does it Take to Read Representations and Techniques for 3D Object Recognition and Scene Interpretation?

It takes the average reader 2 hours and 31 minutes to read Representations and Techniques for 3D Object Recognition and Scene Interpretation by Derek Santhanam

Assuming a reading speed of 250 words per minute. Learn more

Description

One of the grand challenges of artificial intelligence is to enable computers to interpret 3D scenes and objects from imagery. This book organizes and introduces major concepts in 3D scene and object representation and inference from still images, with a focus on recent efforts to fuse models of geometry and perspective with statistical machine learning. The book is organized into three sections: (1) Interpretation of Physical Space; (2) Recognition of 3D Objects; and (3) Integrated 3D Scene Interpretation. The first discusses representations of spatial layout and techniques to interpret physical scenes from images. The second section introduces representations for 3D object categories that account for the intrinsically 3D nature of objects and provide robustness to change in viewpoints. The third section discusses strategies to unite inference of scene geometry and object pose and identity into a coherent scene interpretation. Each section broadly surveys important ideas from cognitive science and artificial intelligence research, organizes and discusses key concepts and techniques from recent work in computer vision, and describes a few sample approaches in detail. Newcomers to computer vision will benefit from introductions to basic concepts, such as single-view geometry and image classification, while experts and novices alike may find inspiration from the book's organization and discussion of the most recent ideas in 3D scene understanding and 3D object recognition. Specific topics include: mathematics of perspective geometry; visual elements of the physical scene, structural 3D scene representations; techniques and features for image and region categorization; historical perspective, computational models, and datasets and machine learning techniques for 3D object recognition; inferences of geometrical attributes of objects, such as size and pose; and probabilistic and feature-passing approaches for contextual reasoning about 3D objects and scenes. Table of Contents: Background on 3D Scene Models / Single-view Geometry / Modeling the Physical Scene / Categorizing Images and Regions / Examples of 3D Scene Interpretation / Background on 3D Recognition / Modeling 3D Objects / Recognizing and Understanding 3D Objects / Examples of 2D 1/2 Layout Models / Reasoning about Objects and Scenes / Cascades of Classifiers / Conclusion and Future Directions

How long is Representations and Techniques for 3D Object Recognition and Scene Interpretation?

Representations and Techniques for 3D Object Recognition and Scene Interpretation by Derek Santhanam is 147 pages long, and a total of 37,779 words.

This makes it 50% the length of the average book. It also has 46% more words than the average book.

How Long Does it Take to Read Representations and Techniques for 3D Object Recognition and Scene Interpretation Aloud?

The average oral reading speed is 183 words per minute. This means it takes 3 hours and 26 minutes to read Representations and Techniques for 3D Object Recognition and Scene Interpretation aloud.

What Reading Level is Representations and Techniques for 3D Object Recognition and Scene Interpretation?

Representations and Techniques for 3D Object Recognition and Scene Interpretation is suitable for students ages 10 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy Representations and Techniques for 3D Object Recognition and Scene Interpretation?

Representations and Techniques for 3D Object Recognition and Scene Interpretation by Derek Santhanam is sold by several retailers and bookshops. However, Read Time works with Amazon to provide an easier way to purchase books.

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