TY  - BOOK
AU  - Boult,Terrance
AU  - Scheirer,Walter
ED  - SpringerLink (Online service)
TI  - A Unifying Framework for Formal Theories of Novelty: Discussions, Guidelines, and Examples for Artificial Intelligence 
T2  - Synthesis Lectures on Computer Vision,
SN  - 9783031330544
AV  - TA1634 
PY  - 2024///
CY  - Cham
PB  - Springer Nature Switzerland, Imprint: Springer
KW  - Computer vision
KW  - Machine learning
KW  - Image processing
KW  - Digital techniques
KW  - Pattern recognition systems
KW  - Artificial intelligence
KW  - Computer Vision
KW  - Machine Learning
KW  - Computer Imaging, Vision, Pattern Recognition and Graphics
KW  - Automated Pattern Recognition
KW  - Image Processing
KW  - Artificial Intelligence
N1  - A Unifying Framework for Novelty -- Example Application of Framework: CartPole Domain -- Image Classification -- Novelty in Handwriting Recognition -- Visual Media Caption Domain -- Monopoly Multi-Agent Game Domain -- Related Work -- Prior Perspectives on Novelty and Conclusions
N2  - This book presents the first unified formalization for defining novelty across the span of machine learning, symbolic-reasoning, and control and planning-based systems. Dealing with novelty, things not previously seen by a system, is a critical issue for building vision-systems and general intelligent systems. The book presents examples of using this framework to define and evaluate in multiple domains including image recognition image-based open world learning, hand-writing and author analysis, CartPole Control, Image Captioning, and Monopoly. Chapters are written by well-known contributors to this new and emerging field. In addition, examples are provided from multiple areas, such as machine-learning based control problems, symbolic reasoning, and multi-player games.
UR  - https://doi.org/10.1007/978-3-031-33054-4
ER  -