|
Showing 1 - 2 of
2 matches in All Departments
This book introduces readers to the current trends in using deep
learners and deep learner descriptors for medical applications. It
reviews the recent literature and presents a variety of medical
image and sound applications to illustrate the five major ways deep
learners can be utilized: 1) by training a deep learner from
scratch (chapters provide tips for handling imbalances and other
problems with the medical data); 2) by implementing transfer
learning from a pre-trained deep learner and extracting deep
features for different CNN layers that can be fed into simpler
classifiers, such as the support vector machine; 3) by fine-tuning
one or more pre-trained deep learners on an unrelated dataset so
that they are able to identify novel medical datasets; 4) by fusing
different deep learner architectures; and 5) by combining the above
methods to generate a variety of more elaborate ensembles. This
book is a value resource for anyone involved in engineering deep
learners for medical applications as well as to those interested in
learning more about the current techniques in this exciting field.
A number of chapters provide source code that can be used to
investigate topics further or to kick-start new projects.
This book presents the latest advances and research achievements in
the fields of autonomous robots and intelligent systems, presented
at the IAS-15 conference, held in Baden-Baden, Germany, in June
2018. It brings together contributions from researchers, engineers
and practitioners from all over the world on the main trends of
robotics: navigation, path planning, robot vision, human detection,
and robot design - as well as a wide range of applications. This
installment of the conference reflects the rise of machine learning
and deep learning in the robotics field, as employed in a variety
of applications and systems. All contributions were selected using
a rigorous peer-review process to ensure their scientific quality.
The series of biennial IAS conferences was started in 1986: since
then, it has become an essential venue for the robotics community.
|
|
Email address subscribed successfully.
A activation email has been sent to you.
Please click the link in that email to activate your subscription.