Automatic dense visual semantic mapping from street-level imagery

IEEE International Conference on Intelligent Robots and Systems

Volumn , Issue , 2012, Pages 857-862

  Sengupta, Sunando ^a   Sturgess, Paul ^a   Ladicky, L'Ubor ^b   Torr, Philip H S ^a  

^a OXFORD BROOKES UNIVERSITY   (United Kingdom)

^b UNIVERSITY OF OXFORD   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

BIRD'S EYE VIEW; CONDITIONAL RANDOM FIELD; DATA SETS; GROUND PLANES; MULTI-VIEWS; QUALITATIVE EVALUATIONS; RANDOM FIELDS; REAL WORLD DATA; SEMANTIC IMAGE SEGMENTATIONS; SEMANTIC MAP; SEMANTIC OBJECTS; VISUAL SEMANTICS;

IMAGE SEGMENTATION; INTELLIGENT SYSTEMS;

SEMANTICS;

EID: 84872291529     PISSN: 21530858     EISSN: 21530866     Source Type: Conference Proceeding    
DOI: 10.1109/IROS.2012.6385958     Document Type: Conference Paper

References (25)

1. Y. Boykov and M. Jolly. Interactive graph cuts for optimal boundary and region segmentation of objects in N-D images. In ICCV, pages I: 105-112, 2001.
2. Y. Boykov, O. Veksler, and R. Zabih. Fast approximate energy minimization via graph cuts. PAMI, 23:2001, 2001.
3. M. Calonder, V. Lepetit, C. Strecha, and P. Fua. Brief: binary robust independent elementary features. In ECCV, ECCV'10, pages 778-792, Berlin, Heidelberg, 2010. Springer-Verlag.
4. A. Chambers, S. Achar, S. Nuske, J. Rehder, B. Kitt, L. Chamberlain, J. Haines, S. Scherer, and S. Singh. Perception for a river mapping robot. In IROS, pages 227-234. IEEE, 2011.
5. J. Civera, D. Galvez-Lopez, L. Riazuelo, J. D. Tardos, and J. M. M. Montiel. Towards semantic slam using a monocular camera. In IROS, pages 1277 -1284, sept. 2011.
6. D. Comaniciu and P. Meer. Mean shift: A robust approach toward feature space analysis. Transactions on Pattern Analysis and Machine Intelligence, 2002.
7. H. Dahlkamp, G. Bradski, A. Kaehler, D. Stavens, and S. Thrun. Self-supervised monocular road detection in desert terrain. In RSS, Philadelphia, 2006.
8. Y. DCL. Yotta dcl case studies, retrived April 2010.
9. B. Douillard, D. Fox, F. Ramos, and H. Durrant-Whyte. Classification and semantic mapping of urban environments. IJRR, 30(1):5-32, Jan. 2011.
10. M. Everingham, L. Van Gool, C. K. I. Williams, J. Winn, and A. Zisserman. The PASCAL Visual Object Classes Challenge 2011 (VOC2011) Results. http://www.pascalnetwork.org/challenges/VOC/voc2011/workshop/index.html.
11. Google Earth. Google earth (version 6.0.0.1735 (beta)) [software]. mountain view, ca: Google inc.
12. R. Hartley and A. Zisserman. Multiple View Geometry in Computer Vision. Cambridge University Press, 2003.
13. P. Kohli and P. H. S. Torr. Dynamic graph cuts for efficient inference in markov random fields. IEEE PAMI, 29(12):2079-2088, Dec. 2007.
14. L. Ladicky, C. Russell, P. Kohli, and P. H. Torr. Associative hierarchical crfs for object class image segmentation. In ICCV, 2009.
15. L. Ladicky, P. Sturgess, C. Russell, S. Sengupta, Y. Bastanlar, W. Clocksin, and P. H. Torr. Joint optimisation for object class segmentation and dense stereo reconstruction. In BMVC, 2010.
16. S. Leutenegger, M. Chli, and R. Siegwart. BRISK: Binary robust invariant scalable keypoints. In ICCV, 2011.
17. A. Milella, G. Reina, J. P. Underwood, and B. Douillard. Combining radar and vision for self-supervised ground segmentation in outdoor environments. In IROS, pages 255-260, 2011.
18. P. Newman, G. Sibley, M. Smith, M. Cummins, A. Harrison, C. Mei, I. Posner, R. Shade, D. Schroeter, L. Murphy, W. Churchill, D. Cole, and I. Reid. Navigating, recognizing and describing urban spaces with vision and lasers. IJRR, 28(11-12):1406-1433, Nov. 2009.
19. A. Nüchter and J. Hertzberg. Towards semantic maps for mobile robots. Robot. Auton. Syst., 56(11):915-926, Nov. 2008.
20. I. Posner, M. Cummins, and P. Newman. Fast probabilistic labeling of city maps. In RSS, Zurich, Switzerland, June 2008.
21. I. Posner, M. Cummins, and P. M. Newman. A generative framework for fast urban labeling using spatial and temporal context. Auton. Robots, 26(2-3):153-170, 2009.
22. J. Shotton, J. Winn, C. Rother, and A. Criminisi. TextonBoost: Joint appearance, shape and context modeling for multi-class object recognition and segmentation. In ECCV, pages 1-15, 2006.
23. P. Sturgess, K. Alahari, L. Ladicky, and P. H. S. Torr. Combining appearance and structure from motion features for road scene understanding. In BMVC, 2009.
24. V. Vineet, J. Warrell, and P. H. S. Torr. Filter-based mean-field inference for random fields with higher order terms and product labelspaces. In ECCV, pages 1-10, 2012.
25. K. M. Wurm, R. Kümmerle, C. Stachniss, and W. Burgard. Improving robot navigation in structured outdoor environments by identifying vegetation from laser data. In IROS, pages 1217-1222, Piscataway, NJ, USA, 2009. IEEE Press.