[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ skip to main content
10.1145/1873951.1874256acmconferencesArticle/Chapter ViewAbstractPublication PagesmmConference Proceedingsconference-collections
short-paper

An open-source SIFTLibrary

Published: 25 October 2010 Publication History

Abstract

Recent years have seen an explosion in the use of invariant keypoint methods across nearly every area of computer vision research. Since its introduction, the scale-invariant feature transform (SIFT) has been one of the most effective and widely-used of these methods and has served as a major catalyst in their popularization. In this paper, I present an open-source SIFT library, implemented in C and freely available at http://eecs.oregonstate.edu/~hess/sift.html, and I briefly compare its performance with that of the original SIFT executable released by David Lowe.

References

[1]
J. S. Beis and D. G. Lowe. Shape indexing using approximate nearest-neighbor search in high-dimensional spaces. In CVPR, 2003.
[2]
M. A. Fischler and R. C. Bolles. Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography. Communications of the ACM, 24(6), 1981.
[3]
H. Grabner, J. Matas, L. Van Gool, and P. Cattin. Tracking the invisible: Learning where the object might be. In CVPR, 2010.
[4]
G. Griffin, A. Holub, and P. Perona. Caltech-256 object category dataset. Technical Report 7694, California Institute of Technology, 2007.
[5]
R. Hess and A. Fern. Improved video registration using non-distinctive local image features. In CVPR, 2007.
[6]
B. Leibe, A. Leonardis, and S. Bernt. Robust object detection with interleaved categorization and segmentation. IJCV, 77(1-3), 2008.
[7]
D. G. Lowe. Object recognition from local scale-invariant features. In ICCV, 1999.
[8]
D. G. Lowe. Distinctive image features from scale-invariant keypoints. Intl. Journal of Computer Vision, 60(2):91--110, 2004.
[9]
A. Opelt, A. Pinz, M. Fussenegger, and P. Auer. Generic object recognition with boosting. IEEE TPAMI, 28(3), 2006.
[10]
OpenCV. http://opencv.willowgarage.com/.
[11]
S. Se, D. G. Lowe, and J. J. Little. Vision-based global localization and mapping for mobile robots. IEEE T-RO, 21(3), 2005.
[12]
N. Snavely, R. Garg, S. M. Seitz, and R. Szeliski. Finding paths through the world's photos. ACM TOG (Proceedings of SIGGRAPH 2008), 27(3), 2008.
[13]
S. Tran and L. Davis. Robust object tracking with regional affine invariant features. In ICCV, 2007.
[14]
B. Williams, G. Klein, and I. Reid. Real-time SLAM relocalization. In ICCV, 2007.

Cited By

View all
  • (2023)Secure Outsourced SIFT: Accurate and Efficient Privacy-Preserving Image SIFT Feature ExtractionIEEE Transactions on Image Processing10.1109/TIP.2023.329574132(4635-4648)Online publication date: 2023
  • (2021)Image-matching enhancement using a polarized intensity-hue-saturation fusion methodApplied Optics10.1364/AO.41972660:13(3699)Online publication date: 23-Apr-2021
  • (2021)Array computing based system for visual servoing of neuroprosthesis of upper limbs2021 17th International Workshop on Cellular Nanoscale Networks and their Applications (CNNA)10.1109/CNNA49188.2021.9610783(1-5)Online publication date: 29-Sep-2021
  • Show More Cited By

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image ACM Conferences
MM '10: Proceedings of the 18th ACM international conference on Multimedia
October 2010
1836 pages
ISBN:9781605589336
DOI:10.1145/1873951
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

Sponsors

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 25 October 2010

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. image features
  2. keypoints
  3. library
  4. open-source
  5. sift

Qualifiers

  • Short-paper

Conference

MM '10
Sponsor:
MM '10: ACM Multimedia Conference
October 25 - 29, 2010
Firenze, Italy

Acceptance Rates

Overall Acceptance Rate 2,145 of 8,556 submissions, 25%

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)28
  • Downloads (Last 6 weeks)6
Reflects downloads up to 23 Dec 2024

Other Metrics

Citations

Cited By

View all
  • (2023)Secure Outsourced SIFT: Accurate and Efficient Privacy-Preserving Image SIFT Feature ExtractionIEEE Transactions on Image Processing10.1109/TIP.2023.329574132(4635-4648)Online publication date: 2023
  • (2021)Image-matching enhancement using a polarized intensity-hue-saturation fusion methodApplied Optics10.1364/AO.41972660:13(3699)Online publication date: 23-Apr-2021
  • (2021)Array computing based system for visual servoing of neuroprosthesis of upper limbs2021 17th International Workshop on Cellular Nanoscale Networks and their Applications (CNNA)10.1109/CNNA49188.2021.9610783(1-5)Online publication date: 29-Sep-2021
  • (2021)Sequence-based visual place recognition: a scale-space approach for boundary detectionAutonomous Robots10.1007/s10514-021-09984-7Online publication date: 20-May-2021
  • (2021)Implementation of Scale Invariant Feature Transform detector on FPGA for low‐power wearable devices for prostheses controlInternational Journal of Circuit Theory and Applications10.1002/cta.302549:7(2255-2273)Online publication date: 2-May-2021
  • (2019)FPGA-based SIFT implementation for wearable computing2019 IEEE 22nd International Symposium on Design and Diagnostics of Electronic Circuits & Systems (DDECS)10.1109/DDECS.2019.8724653(1-4)Online publication date: Apr-2019
  • (2019)A framework for accelerating local feature extraction with OpenCL on multi-core CPUs and co-processorsJournal of Real-Time Image Processing10.1007/s11554-016-0576-016:4(901-918)Online publication date: 1-Aug-2019
  • (2019)Approximated Scale Space for Efficient and Accurate SIFT Key-Point DetectionThe Proceedings of the International Conference on Sensing and Imaging, 201810.1007/978-3-030-30825-4_3(31-40)Online publication date: 18-Dec-2019
  • (2018)Efficient SfM for Oblique UAV Images: From Match Pair Selection to Geometrical VerificationRemote Sensing10.3390/rs1008124610:8(1246)Online publication date: 8-Aug-2018
  • (2018)A Hardware Architecture for the Affine-Invariant Extension of SIFTIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2017.274017528:11(3251-3261)Online publication date: Nov-2018
  • Show More Cited By

View Options

Login options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media