Color snakes for dynamic lighting conditions on mobile manipulation platforms

作者: H. Schaub , C.E. Smith

DOI: 10.1109/IROS.2003.1248820

关键词: Artificial intelligenceComputer graphics (images)Interface (computing)Image gradientComponent (UML)Mobile robotComputer visionComputer scienceActive contour modelVisual servoing

摘要: Statistical active contour models (aka statistical pressure snakes) have attractive properties for use in mobile manipulation platforms as both a method visual servoing and natural component of human-computer interface. Unfortunately, the constantly changing illumination expected outdoor environments presents problems snakes their image gradient-based predecessors. This paper introduces new color-based variant that gives superior performance under dynamic lighting conditions improves upon previously published results attempts to incorporate color imagery into deformable models.

参考文章(13)
David H. Brainard, William T. Freeman, Bayesian color constancy. Journal of The Optical Society of America A-optics Image Science and Vision. ,vol. 14, pp. 1393- 1411 ,(1997) , 10.1364/JOSAA.14.001393
J. Ivins, J. Porrill, Active region models for segmenting medical images international conference on image processing. ,vol. 2, pp. 227- 231 ,(1994) , 10.1109/ICIP.1994.413565
David St. George Vernon, Robot Vision ,(1986)
Guillermo Sapiro, Color Snakes Computer Vision and Image Understanding archive. ,vol. 68, pp. 247- 253 ,(1997) , 10.1006/CVIU.1997.0562
Graham D. Finlayson, Bernt Schiele, James L. Crowley, Comprehensive Colour Image Normalization european conference on computer vision. pp. 475- 490 ,(1998) , 10.1007/BFB0055685
T. Gevers, S. Ghebreab, A. W. M. Smeulders, Color invariant snakes british machine vision conference. pp. 578- 588 ,(1998) , 10.5244/C.12.58
Remi Ronfard, Region-based strategies for active contour models International Journal of Computer Vision. ,vol. 13, pp. 229- 251 ,(1994) , 10.1007/BF01427153
Laurent D. Cohen, On active contour models and balloons Cvgip: Image Understanding. ,vol. 53, pp. 211- 218 ,(1991) , 10.1016/1049-9660(91)90028-N
Song Chun Zhu, A. Yuille, Region competition: unifying snakes, region growing, and Bayes/MDL for multiband image segmentation IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 18, pp. 884- 900 ,(1996) , 10.1109/34.537343
Michael Kass, Andrew Witkin, Demetri Terzopoulos, Snakes : Active Contour Models International Journal of Computer Vision. ,vol. 1, pp. 321- 331 ,(1988) , 10.1007/BF00133570