عنوان

Marginal space learning for medical image analysis :

(Number (ISBN

1493906003 (electronic bk.)

(Number (ISBN

9781493906000 (electronic bk.)

Erroneous ISBN

1493905996

Erroneous ISBN

9781493905997

Number

dltt

Title Proper

Marginal space learning for medical image analysis :

General Material Designation

[Book]

Other Title Information

efficient detection and segmentation of anatomical structures /

First Statement of Responsibility

Yefeng Zheng, Dorin Comaniciu

Specific Material Designation and Extent of Item

1 online resource :

Other Physical Details

illustrations (some color)

Text of Note

Includes bibliographical references and index

Text of Note

Marginal Space Learning -- Comparison of Marginal Space Learning and Full Space Learning in 2D -- Constrained Marginal Space Learning -- Part-Based Object Detection and Segmentation -- Optimal Mean Shape for Nonrigid Object Detection and Segmentation -- Nonrigid Object Segmentation: Application to Four-Chamber Heart Segmentation -- Applications of Marginal Space Learning in Medical Imaging -- Conclusions and Future Work

0

Text of Note

Automatic detection and segmentation of anatomical structures in medical images are prerequisites to subsequent image measurements and disease quantification, and therefore have multiple clinical applications. This book presents an efficient object detection and segmentation framework, called Marginal Space Learning, which runs at a sub-second speed on a current desktop computer, faster than the state-of-the-art. Trained with a sufficient number of data sets, Marginal Space Learning is also robust under imaging artifacts, noise and anatomical variations. The book showcases 35 clinical applications of Marginal Space Learning and its extensions to detecting and segmenting various anatomical structures, such as the heart, liver, lymph nodes and prostate in major medical imaging modalities (CT, MRI, X-Ray and Ultrasound), demonstrating its efficiency and robustness

Title

Marginal Space Learning for Medical Image Analysis

International Standard Book Number

9781493905997

Diagnostic imaging.

Image analysis.

Artificial Intelligence (incl. Robotics)

Computer Imaging, Vision, Pattern Recognition and Graphics.

Computer Science.

Imaging / Radiology.

HEA-- 039000

MED-- 014000

MED-- 022000

MED-- 045000

MED-- 112000

UYQV

Number

Edition

Class number

Zheng, Yefeng,1975-

Comaniciu, Dorin

Ohio Library and Information Network.

Date of Transaction

20201222074657.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

270410

Y