Comparison of local feature descriptors for mobile visual search

Proceedings - International Conference on Image Processing, ICIP

Volumn , Issue , 2010, Pages 3885-3888

  Chandrasekhar, Vijay ^a   Chen, David M ^a   Lin, Andy ^a   Takacs, Gabriel ^a   Tsai, Sam S ^a   Cheung, Ngai Man ^a   Reznik, Yuriy ^b   Grzeszczuk, Radek ^c   Girod, Bernd ^a  

^a Stanford University   (United States)

^b QUALCOMM INC   (United States)

^c NOKIA RESEARCH CENTER   (United States)

Author keywords

Feature descriptor; Image signature; Mobile visual search; MPEG 7 image signature

Indexed keywords

BIT RATES; COMPRESSED HISTOGRAM; DESCRIPTORS; FEATURE DESCRIPTORS; FEATURE LEVEL; IMAGE SIGNATURE; LEVEL MATCHING; LOCAL FEATURE; RECEIVER OPERATING CHARACTERISTICS; SCALE INVARIANT FEATURE TRANSFORMS; VISUAL SEARCH;

IMAGE PROCESSING; IMAGING SYSTEMS;

MOTION PICTURE EXPERTS GROUP STANDARDS;

EID: 78651068539     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2010.5649937     Document Type: Conference Paper

References (22)

1. Google Goggles, http://www.google.com/mobile/goggles/.
2. Nokia Point and Find, http://www.pointandfind.nokia.com.
3. SnapTell, http://www.snaptell.com.
4. V. Chandrasekhar, G. Takacs, D. M. Chen, S. S. Tsai, R. Grzeszczuk, and B. Girod, "CHoG: Compressed Histogram of Gradients - A low bit rate feature descriptor, " in Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Miami, Florida, June 2009.
5. V. Chandrasekhar, Y. Reznik, G. Takacs, D. M. Chen, S. S. Tsai, R. Grzeszczuk, and B. Girod, "Study of Quantization Schemes for Low Bitrate CHoG descriptors, " in Proceedings of IEEE International Workshop on Mobile Vision (IWMV), San Francisco, California, June 2010.
6. G. Takacs, V. Chandrasekhar, D.M. Chen, S. S. Tsai, R. Grzeszczuk, and B. Girod, "Unified Real-time Tracking and Recognition with Rotation Invariant Fast Features, " in Accepted to IEEE Conference on Computer Vision and Pattern Recognition (CVPR), SFO, California, June 2010.
7. D. Lowe, "Distinctive image features from scale-invariant keypoints, " International Journal of Computer Vision, vol. 60, no. 2, pp. 91-110, 2004.
8. H. Bay, T. Tuytelaars, and L. Van Gool, "SURF: Speeded Up Robust Features, " in Proc. of European Conference on Computer Vision (ECCV), Graz, Austria, May 2006.
9. K. Mikolajczyk and C. Schmid, "Performance evaluation of local descriptors, " IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, no. 10, pp. 1615-1630, 2005.
10. Y. Ke and R. Sukthankar, "PCA-SIFT: A More Distinctive Representation for Local Image Descriptors, " in Proc. of Conference on Computer Vision and Pattern Recognition (CVPR). 2004, vol. 02, pp. 506-513, IEEE Computer Society.
11. G. Hua, M. Brown, and S. Winder, "Discriminant Embedding for Local Image Descriptors, " in Proc. of International Conference on Computer Vision (ICCV), 2007.
12. S.Winder, G. Hua, and M. Brown, "Picking the best daisy, " in Proc. of Computer Vision and Pattern Recognition (CVPR), Miami, Florida, June 2009.
13. V. Chandrasekhar, G. Takacs, D. M. Chen, S. S. Tsai, and B. Girod, "Transform coding of feature descriptors, " in Proc. of Visual Communications and Image Processing Conference (VCIP), San Jose, California, January 2009.
14. C. Yeo, P. Ahammad, and K. Ramchandran, "Rate-efficient visual correspondences using random projections, " in Proc. of IEEE International Conference on Image Processing (ICIP), San Diego, California, October 2008.
15. G. Shakhnarovich and T. Darrell, "Learning Task-Specific Similarity, " Thesis, 2005.
16. P. Brasnett and M.Z.Bober, "Robust visual identifier using the trace transform, " in Proc. of IET Visual Information Engineering Conference (VIE), London, UK, July 2007.
17. N. Dalal and B. Triggs, "Histograms of Oriented Gradients for Human Detection, " Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2005.
18. W. T. Freeman and M. Roth, "Orientation histograms for hand gesture recognition, " in Proc. of International Workshop on Automatic Face and Gesture Recognition, 1994, pp. 296-301.
19. E. Tola, V. Lepetit, and P. Fua, "A fast local descriptor for dense matching, " in Proc. of IEEE Conference on Computer Vision and Pattern Recognition, 2008, pp. 1-8.
20. L. Van Gool, H.Shao, T. Svoboda, "Zubud-Zürich buildings database for image based recognition., " Tech. Rep. 260, ETH Zürich, 2003.
21. D. Nistér and H. Stewénius, "Scalable recognition with a vocabulary tree, " in Proc. of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), New York, USA, June 2006.
22. SIFT code, http://www.vlfeat.org/̃vedaldi/code/code.html.