TY  - BOOK
AU  - Liu,Huaping
AU  - Sun,Fuchun
ED  - SpringerLink (Online service)
TI  - Robotic Tactile Perception and Understanding: A Sparse Coding Method 
SN  - 9789811061714
AV  - Q334-342 
U1  - 006.3 23
PY  - 2018///
CY  - Singapore
PB  - Springer Singapore, Imprint: Springer
KW  - Artificial intelligence
KW  - Pattern recognition
KW  - Optical data processing
KW  - Artificial Intelligence
KW  - Pattern Recognition
KW  - Image Processing and Computer Vision
N1  - Acceso multiusuario
N2  - This book introduces the challenges of robotic tactile perception and task understanding, and describes an advanced approach based on machine learning and sparse coding techniques. Further, a set of structured sparse coding models is developed to address the issues of dynamic tactile sensing. The book then proves that the proposed framework is effective in solving the problems of multi-finger tactile object recognition, multi-label tactile adjective recognition and multi-category material analysis, which are all challenging practical problems in the fields of robotics and automation. The proposed sparse coding model can be used to tackle the challenging visual-tactile fusion recognition problem, and the book develops a series of efficient optimization algorithms to implement the model. It is suitable as a reference book for graduate students with a basic knowledge of machine learning as well as professional researchers interested in robotic tactile perception and understanding, and machine learning
UR  - http://148.231.10.114:2048/login?url=https://doi.org/10.1007/978-981-10-6171-4
ER  -