Writer identification and verification using GMM supervectors

2014 IEEE Winter Conference on Applications of Computer Vision, WACV 2014

Volumn , Issue , 2014, Pages 998-1005

  Christlein, Vincent ^a   Bernecker, David ^a   Honig, Florian ^a   Angelopoulou, Elli ^a  

^a UNIVERSITY OF ERLANGEN NUREMBERG   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

ENCODING (SYMBOLS); MODELS;

BACKGROUND MODEL; DESCRIPTORS; ENCODING SCHEMES; FEATURE DISTRIBUTION; FISHER VECTORS; MAXIMUM A POSTERIORI; WRITER IDENTIFICATION; WRITER VERIFICATION;

SPEECH RECOGNITION;

EID: 84904640272     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WACV.2014.6835995     Document Type: Conference Paper

References (24)

1. R. Arandjelovic and A. Zisserman. Three things everyone should know to improve object retrieval. In Computer Vision and Pattern Recognition (CVPR), 2012 IEEE Conference on, pages 2911-2918, Providence, RI, June 2012.
2. R. Arandjelovic and A. Zisserman. All about VLAD. In Computer Vision and Pattern Recognition (CVPR), 2013 IEEE Conference on, pages 1578-1585, Portland, OR, June 2013.
3. T. Bocklet, A. Maier, and E. Noth. Age and Gender Recognition for Telephone Applications Based on GMM Supervectors and Support Vector Machines. In Acoustics, Speech and Signal Processing. ICASSP 2008. IEEE International Conference on, pages 1605-1608, Las Vegas, NV, Mar. 2008.
4. A. Brink, J. Smit, M. Bulacu, and L. Schomaker. Writer identification using directional ink-Trace width measurements. Pattern Recognition, 45(1):162-171, Jan. 2012.
5. M. Bulacu and L. Schomaker. Automatic Handwriting Identification on Medieval Documents. In 14th International Conference on Image Analysis and Processing (ICIAP 2007), pages 279-284, Modena, Sept2007.
6. M. Bulacu and L. Schomaker. Text-independent writer identification and verification using textural and allographic features. IEEE Transactions on Pattern Analysis and Machine Intelligence, 29(4):701-17, Apr 2007.1
7. W. M. Campbell, D. E. Sturim, and D. A. Reynolds. Support Vector Machines Using GMM Supervectors for Speaker Verification. Signal Processing Letters, IEEE, 13(5):308-311, May 2006.
8. V. Christlein, C. Riess, E. Angelopoulou, G. Evangelopoulos, and I. A. Kakadiaris. The Impact of Specular Highlights on 3D-2D Face Recognition. In Defense, Security + Sensing (Biometric and Surveillance Technology for Human and Activity Identification), volume 1, pages 8712-8719, Baltimore, MD, May 2013.
9. V. Christlein, C. Riess, J. Jordan, and E. Angelopoulou. An evaluation of popular copy-move forgery detection approaches. IEEE Transactions on Information Forensics and Security, 7(6):1841-1854, 2012.
10. A. Dempster, N. Laird, and D. Rubin. Maximum likelihood from incomplete data via the EM algorithm. Journal of the Royal Statistical Society. Series B (Methodological), 39(1):1-38, 1977.
11. S. Fiel and R. Sablatnig. Writer Identification and Writer Retrieval using the Fisher Vector on Visual Vocabularies. In Document Analysis and Recognition (ICDAR), 2013 12th International Conference on, pages 545-549, Washington DC, NY, Aug. 2013.
12. T. S. Jaaakkola and D. Haussler. Exploiting generative models in discriminative classifiers. In Advances in Neural Information Processing Systems II, pages 487-493, Denver, CO, 1999.
13. R. Jain and D. Doermann. Writer Identification Using an Alphabet of Contour Gradient Descriptors. In Document Analysis and Recognition (ICDAR), 2013 12th International Conference on, pages 550-554, Washington, NY, Aug. 2013.
14. H. Jegou, F. Perronnin, M. Douze, J. Sanchez, P. Perez, and C. Schmid. Aggregating local image descriptors into compact codes. IEEE transactions on pattern analysis and machine intelligence, 34(9):1704-16, Sept. 2012.
15. F. Kleber, S. Fiel, M. Diem, and R. Sablatnig. CVL-DataBase: An Off-Line Database for Writer Retrieval, Writer Identification and Word Spotting. In Document Analysis and Recognition (ICDAR), 2013 12th International Conference on, pages 560-564, Washington DC, NY, Aug. 2013.
16. G. Louloudis, B. Gatos, A. Stamatopoulous, and A. Papandreou. ICDDAR2013 Competition on Writer Identification. In Document Analysis and Recognition (ICDAR), 2013 12th International Conference on, pages 1397-1401, Washington DC, NY, 2013.
17. D. G. Lowe. Distinctive Image Features from Scale-Invariant Keypoints. International Journal of Computer Vision, 60(2):91-110, Nov. 2004.
18. U.-V. Marti and H. Bunke. The IAM-Database: An English Sentence Database for Offline Handwriting Recognition. International Journal on Document Analysis and Recognition, 5:39-46, 2002.
19. F. Perronnin and C. Dance. Fisher kernels on visual vocabularies for image categorization. In Computer Vision and Pattern Recognition, 2007. IEEE Conference on, pages 1-8, Minneapolis, MN, June 2007.
20. F. Perronnin, J. Sanchez, and T. Mensink. Improving the fisher kernel for large-scale image classification. In European Conference on Computer Vision (ECCV) 2010, pages 143-156, Hersonissos, Heraklion, Crete, Sept. 2010.
21. D. a. Reynolds, T. F. Quatieri, and R. B. Dunn. Speaker Verification Using Adapted Gaussian Mixture Models. Digital Signal Processing, 10(1-3):19-41, Jan. 2000.
22. A. Schlapbach, M. Liwicki, and H. Bunke. A writer identification system for on-line whiteboard data. Pattern Recognition, 41(7):2381-2397, 2008.
23. L. Schomaker and M. Bulacu. Automatic writer identification using connected-component contours and edge-based features of uppercase western script. Pattern Analysis and Machine Intelligence, IEEE Transactions on, 26(6):787-798, 2004.
24. I. Siddiqi and N. Vincent. Text independent writer recognition using redundant writing patterns with contour-based orientation and curvature features. Pattern Recognition, 43(11):3853-3865, Nov. 2010. .