SLIC Superpixels Compared to State-of-the-Art Superpixel Methods

作者: R. Achanta , A. Shaji , K. Smith , A. Lucchi , P. Fua

DOI: 10.1109/TPAMI.2012.120

关键词: Kadir–Brady saliency detectorMachine learningPattern recognitionIterative methodPattern recognition (psychology)MathematicsCluster analysisImage segmentationSegmentationApproximation algorithmArtificial intelligencek-means clustering

摘要: … It can also be extended to handle 3D supervoxels, as depicted in Fig. … 3. SLIC supervoxels computed for a video sequence. (Top) Frames from a short …

参考文章(30)
Andrea Vedaldi, Stefano Soatto, Quick Shift and Kernel Methods for Mode Seeking european conference on computer vision. pp. 705- 718 ,(2008) , 10.1007/978-3-540-88693-8_52
Olga Veksler, Yuri Boykov, Paria Mehrani, Superpixels and supervoxels in an energy optimization framework european conference on computer vision. pp. 211- 224 ,(2010) , 10.1007/978-3-642-15555-0_16
Aurélien Lucchi, Kevin Smith, Radhakrishna Achanta, Vincent Lepetit, Pascal Fua, A Fully Automated Approach to Segmentation of Irregularly Shaped Cellular Structures in EM Images Medical Image Computing and Computer-Assisted Intervention – MICCAI 2010. ,vol. 13, pp. 463- 471 ,(2010) , 10.1007/978-3-642-15745-5_57
Josep M Gonfaus, Xavier Boix, Joost van de Weijer, Andrew D. Bagdanov, Joan Serrat, Jordi Gonzalez, Harmony potentials for joint classification and segmentation computer vision and pattern recognition. pp. 3280- 3287 ,(2010) , 10.1109/CVPR.2010.5540048
Pedro F. Felzenszwalb, Daniel P. Huttenlocher, Efficient Graph-Based Image Segmentation International Journal of Computer Vision. ,vol. 59, pp. 167- 181 ,(2004) , 10.1023/B:VISI.0000022288.19776.77
Stephen Gould, Jim Rodgers, David Cohen, Gal Elidan, Daphne Koller, None, Multi-Class Segmentation with Relative Location Prior International Journal of Computer Vision. ,vol. 80, pp. 300- 316 ,(2008) , 10.1007/S11263-008-0140-X
Shai Avidan, Ariel Shamir, Seam carving for content-aware image resizing ACM SIGGRAPH 2007 papers on - SIGGRAPH '07. ,vol. 26, pp. 10- ,(2007) , 10.1145/1275808.1276390
Mark Everingham, Luc Van Gool, Christopher K. I. Williams, John Winn, Andrew Zisserman, The Pascal Visual Object Classes (VOC) Challenge International Journal of Computer Vision. ,vol. 88, pp. 303- 338 ,(2010) , 10.1007/S11263-009-0275-4
Alper Ayvaci, Stefano Soatto, Motion segmentation with occlusions on the superpixel graph international conference on computer vision. pp. 727- 734 ,(2009) , 10.1109/ICCVW.2009.5457630
A. Lucchi, K. Smith, R. Achanta, G. Knott, P. Fua, Supervoxel-Based Segmentation of Mitochondria in EM Image Stacks With Learned Shape Features IEEE Transactions on Medical Imaging. ,vol. 31, pp. 474- 486 ,(2012) , 10.1109/TMI.2011.2171705