Finding the best feature detector-descriptor combination

Proceedings - 2011 International Conference on 3D Imaging, Modeling, Processing, Visualization and Transmission, 3DIMPVT 2011

Volumn , Issue , 2011, Pages 318-325

  Dahl, Anders Lindbjerg ^a   Aanæs, Henrik ^a   Pedersen, Kim Steenstrup ^b  

^a TECHNICAL UNIVERSITY OF DENMARK   (Denmark)

^b UNIVERSITY OF COPENHAGEN   (Denmark)

Author keywords

Combined descriptor detector evaluation; Feature evaluation; Interest point descriptor; Interest point detector

Indexed keywords

AFFINE INVARIANT FEATURE; COMBINED DESCRIPTOR DETECTOR EVALUATION; DATA SETS; DESCRIPTORS; FEATURE DESCRIPTION; FEATURE DETECTION; FEATURE EVALUATION; FEATURE MATCHING; GAUSSIANS; IMAGE CORRESPONDENCE; INTEREST POINTS; STATISTICAL SIGNIFICANCE;

COMPUTER VISION; DATA PROCESSING; FEATURE EXTRACTION; IMAGING SYSTEMS; VISUALIZATION;

THREE DIMENSIONAL;

EID: 80051971625     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/3DIMPVT.2011.47     Document Type: Conference Paper

References (26)

1. H. Aanæs, A. L. Dahl, and K. S. Pedersen, "On recall rate of interest point detectors," in 3DPVT, 2010. [Online]. Available: http://campwww.informatik.tu-muenchen.de/3DPVT2010/data/media/e-proceeding/ session07.html#paper97
2. H. Aanæs, A. L. Dahl, and V. Perfernov, "Technical report on two view ground truth image data," DTU Informatics, Technical University of Denmark, Tech. Rep., 2009.
3. D. Lowe, "Distinctive image features from scale-invariant keypoints," IJCV, vol. 60, no. 2, pp. 91-110, 2004.
4. C. Schmid and R. Mohr, "Local grayvalue invariants for image retrieval," IEEE T-PAMI, vol. 19, no. 5, pp. 530-535, 1997. (Pubitemid 127762247)
5. C. Schmid, R. Mohr, and C. Bauckhage, "Evaluation of interest point detectors," IJCV, vol. 37, no. 4, pp. 151-172, 2000.
6. K. Mikolajczyk, T. Tuytelaars, C. Schmid, A. Zisserman, J. Matas, F. Schaffalitzky, T. Kadir, and L. Gool, "A comparison of affine region detectors," IJCV, vol. 65, no. 1-2, pp. 43-72, 2005. (Pubitemid 43281159)
7. K. Mikolajczyk and C. Schmid, "A performance evaluation of local descriptors," IEEE T-PAMI, vol. 27, no. 10, pp. 1615-1630, 2005. (Pubitemid 41555406)
8. E. Tola, V. Lepetit, and P. Fua, "A Fast Local Descriptor for Dense Matching," in CVPR, 2008.
9. H. Bay, T. Tuytelaars, and L. Van Gool, "Surf: Speeded up robust features," ECCV, pp. 404-417, 2006. (Pubitemid 44029795)
10. H. Bay, A. Ess, T. Tuytelaars, and L. Van Gool, "Speeded-up robust features (SURF)," Computer Vision and Image Understanding, vol. 110, no. 3, pp. 346-359, 2008.
11. W. Freeman and E. Adelson, "The design and use of steerable filters," IEEE T-PAMI, vol. 13, no. 9, pp. 891-906, 1991. (Pubitemid 21703455)
12. E. Balmashnova and L. Florack, "Novel similarity measures for differential invariant descriptors for generic object retrieval," JMIV, vol. 31, no. 2-3, pp. 121-132, 2008.
13. L. Florack, B. ter Haar Romeny, J. Koenderink, and M. Viergever, "Cartesian differential invariants in scale-space," JMIV, vol. 3, no. 4, pp. 327-348, 1993.
14. J. J. Koenderink and A. J. van Doorn, "Representation of local geometry in the visual system," Biological Cybernetics, vol. 55, pp. 367-375, 1987. (Pubitemid 17030735)
15. E. Tola, V. Lepetit, and P. Fua, "DAISY: An efficient dense descriptor applied to wide-baseline stereo," IEEE T-PAMI, vol. 32, no. 5, pp. 815-830, May 2009.
16. S. Winder, G. Hua, and M. Brown, "Picking the best daisy," in CVPR, 2009.
17. S. A. J. Winder and M. Brown, "Learning local image descriptors," in CVPR, 2007, pp. 1-8.
18. F. Fraundorfer and H. Bischof, "Evaluation of local detectors on non-planar scenes," in Proc. 28th workshop of AAPR, 2004, pp. 125-132.
19. G. Hua, M. Brown, and S. Winder, "Discriminant embedding for local image descriptors," ICCV, pp. 1-8, 2007.
20. M. Brown, G. Hua, and S. Winder, "Discriminative Learning of Local Image Descriptors," IEEE T-PAMI, 2010.
21. N. Snavely, S. Seitz, and R. Szeliski, "Modeling the world from internet photo collections," IJCV, vol. 80, no. 2, pp. 189-210, 2008.
22. P. Moreels and P. Perona, "Evaluation of features detectors and descriptors based on 3d objects," IJCV, vol. 73, no. 3, pp. 263-284, 2007. (Pubitemid 46227275)
23. T. Tuytelaars and K. Mikolajczyk, "Local invariant feature detectors: a survey," Found. Trends. Comput. Graph. Vis., vol. 3, no. 3, pp. 177-280, 2008.
24. J. Matas, O. Chum, M. Urban, and T. Pajdla, "Robust wide-baseline stereo from maximally stable extremal regions," Image and Vision Computing, vol. 22, no. 10, pp. 761-767, 2004.
25. K. Mikolajczyk and C. Schmid, "Scale & affine invariant interest point detectors," IJCV, vol. 60, no. 1, pp. 63-86, 2004.
26. C. Harris and M. Stephens, "A combined corner and edge detector," in 4th Alvey Vision Conf., 1988, pp. 147-151.