Figure/ground segregation from human cues

This paper presents a new embodied approach for object segmentation by a humanoid robot. It relies on interactions with a human teacher that drives the robot through the process of segmenting objects from arbitrarily complex, non-static images. Objects from a large spectrum of different scenarios were successfully segmented by the proposed algorithms.

[1]  Berthold K. P. Horn Robot vision , 1986, MIT electrical engineering and computer science series.

[2]  Paul M. Fitzpatrick,et al.  Developmentally deep perceptual system for a humanoid robot , 2003 .

[3]  Artur M. Arsénio,et al.  Towards an Embodied and Situated AI , 2004, FLAIRS.

[4]  J. Rissanen A UNIVERSAL PRIOR FOR INTEGERS AND ESTIMATION BY MINIMUM DESCRIPTION LENGTH , 1983 .

[5]  Jitendra Malik,et al.  Normalized cuts and image segmentation , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[6]  Yiannis Aloimonos,et al.  Active vision , 2004, International Journal of Computer Vision.

[7]  Dorin Comaniciu,et al.  Robust analysis of feature spaces: color image segmentation , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[8]  Neil Gershenfeld,et al.  The nature of mathematical modeling , 1998 .

[9]  Truong Q. Nguyen,et al.  Wavelets and filter banks , 1996 .

[10]  Jitendra Malik,et al.  Textons, contours and regions: cue integration in image segmentation , 1999, Proceedings of the Seventh IEEE International Conference on Computer Vision.

[11]  R. Bajcsy Active perception , 1988 .

[12]  Demetri Terzopoulos,et al.  Snakes: Active contour models , 2004, International Journal of Computer Vision.

[13]  Z. Pylyshyn,et al.  Vision and Action: The Control of Grasping , 1990 .

[14]  A.M. Arsenio Embodied vision - perceiving objects from actions , 2003, The 12th IEEE International Workshop on Robot and Human Interactive Communication, 2003. Proceedings. ROMAN 2003..

[15]  C. Breazeal Sociable Machines: Expressive Social Ex-change Between Humans and Robots , 2000 .

[16]  Joe W. Harris,et al.  Algebraic Geometry: A First Course , 1995 .

[17]  Jitendra Malik,et al.  Normalized Cuts and Image Segmentation , 2000, IEEE Trans. Pattern Anal. Mach. Intell..