Related Publications
For more information on the Machine Perceptions Primitives contained in NMPT, please refer to the following publications.
Fast Salience Using Natural-statistics
- Nicholas J. Butko, Lingyun Zhang, Garrison W. Cottrell, and Javier R. Movellan, “Visual Salience Model for Robot Cameras”, Proceedings of the 2008 IEEE International Conference on Robotics and Automation (ICRA), pp. 2398–2403, Pasadena, CA, USA, May 19–23, 2008 http://mplab.ucsd.edu/wordpress/wp-content/uploads/icra2008.pdf
- Lingyun Zhang, Matthew H. Tong, Timothy K. Marks, Honghao Shan, and Garrison W. Cottrell, "SUN: A Bayesian Framework for SalienceUsing Natural Statistics." Journal of Vision, 2008. http://www-cse.ucsd.edu/~gary/pubs/Zhang-et-al-2008-accepted.pdf
MIPOMDP
- Nicholas J. Butko and Javier R. Movellan, "Infomax Control of Eye Movements", IEEE Transactions on Autonomous Mental Development, 2(2) pp. 91-107, June 2010. http://mplab.ucsd.edu/wordpress/wp-content/uploads/2010-ButkoMovellan-TAMD-InfomaxControlOfEyeMovements.pdf
- Nicholas J. Butko and Javier R. Movellan, "Optimal Scanning for Faster Object Detection", Proceedings of the 2009 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2009. http://mplab.ucsd.edu/wp-content/uploads/2139.pdf
- Nicholas J. Butko and Javier R. Movellan, "I-POMDP: An Infomax Model of Eye Movement", Proceedings of the International Conference on Development and Learning (ICDL) 2008. http://mplab.ucsd.edu/wordpress/wp-content/uploads/icdl2008.pdf
- Jiri Najemnik and Wilson S. Geisler, "Optimal eye movment strategies in visual search", Nature, 434, 387-391, 2005.
Object Search
- Ian R. Fasel, "Learning Real-Time Detectors: Probabilistic Generative
Approaches," Ph.D. Thesis, UC San Diego, 2006.
Subjective Models