"Clustering by composition" - Unsupervised discovery of image categories

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 7578 LNCS, Issue PART 7, 2012, Pages 474-487

  Faktor, Alon ^a   Irani, Michal ^a  

^a WEIZMANN INSTITUTE OF SCIENCE   (Israel)

Author keywords

[No Author keywords available]

Indexed keywords

BENCHMARK EVALUATION; CLUSTER MODELS; COLLABORATIVE PROCESS; DATA SETS; IMAGE CLUSTERS; IMAGE COLLECTIONS; MULTIPLE IMAGE; RANDOMIZED SEARCH;

ARTIFICIAL INTELLIGENCE;

COMPUTER VISION;

EID: 84867886448     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-33786-4_35     Document Type: Conference Paper

References (14)

1. Grauman, K., Darrell, T.: Unsupervised learning of categories from sets of partially matching image features. In: CVPR (2006)
2. Russell, B.C., Efros, A.A., Sivic, J., Freeman, W.T., Zisserman, A.: Using multiple segmentations to discover objects and their extent in image collections. In: CVPR (2006)
3. Lee, Y.J., Grauman, K.: Shape discovery from unlabeled image collections. In: CVPR (2009)
4. Payet, N., Todorovic, S.: From a Set of Shapes to Object Discovery. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010, Part V. LNCS, vol. 6315, pp. 57-70. Springer, Heidelberg (2010)
5. Sivic, J., Russell, B., Efros, A., Zisserman, A., Freeman, W.: Discovering objects and their localization in images. In: ICCV (2005)
6. Kim, G., Faloutsos, C., Hebert, M.: Unsupervised modeling of object categories using link analysis techniques. In: CVPR (2008)
7. Lee, Y.J., Grauman, K.: Foreground focus: Unsupervised learning from partially matching images. IJCV 85, 143-166 (2009)
8. Boiman, O., Irani, M.: Similarity by composition. In: NIPS (2006)
9. Gu, C., Lim, J.J., Arbelaez, P., Malik, J.: Recognition using regions. In: CVPR (2009)
10. Barnes, C., Shechtman, E., Finkelstein, A., Goldman, D.B.: Patchmatch: A randomized correspondence algorithm for structural image editing. In: SIGGRAPH (2009)
11. Dalal, N., Triggs, B.: Histograms of oriented gradients for human detection. In: CVPR (2005)
12. Shechtman, E., Irani, M.: Matching local self-similarities across images and videos. In: CVPR (2007)
13. Boiman, O., Shechtman, E., Irani, M.: In defense of nearest-neighbor based image classification. In: CVPR (2008)
14. Shi, J., Malik, J.: Normalized cuts and image segmentation. TPAMI 22, 888-905 (2000)