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2017 | OriginalPaper | Buchkapitel

Face Sketch Matching Using Speed up Robust Feature Descriptor

verfasst von : N. K. Bansode, P. K. Sinha

Erschienen in: Recent Trends in Image Processing and Pattern Recognition

Verlag: Springer Singapore

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Abstract

In this paper, face sketch and face image matching problem is presented. Matching of the sketch with face is crucial for the law enforcement applications and received attention of the researchers in the recent years. Face sketch and face images are the two different modality representations of the same face. Face sketch is drawn based on description given by the witness when no other source of information is available about the suspect. Matching of the sketch with the face image is challenging problem due to the visual difference between a face sketch and face image. To find the potential suspect, the sketch is compared with the different face images. Speed Up Robust Feature (SURF) descriptor used for matching similarity between sketch and the face image. The result shows that, SURF descriptor gives better result as compared to Scale Invariant Feature Transform descriptor for the viewed and forensic sketches.

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Literatur
1.
Zurück zum Zitat Jain, A.K., Klare, B., Park, U.: Face matching and retrieval in forensic applications, multimedia in forensics, security, and intelligence. IEEE Multimedia 19(1), 20 (2012)CrossRef Jain, A.K., Klare, B., Park, U.: Face matching and retrieval in forensic applications, multimedia in forensics, security, and intelligence. IEEE Multimedia 19(1), 20 (2012)CrossRef
2.
Zurück zum Zitat Klare, B., Jain, A.K.: Sketch to photo matching: a feature-based approach. In: Proceedings of SPIE, Biometric Technology for Human Identification VII, 766702 (2010) Klare, B., Jain, A.K.: Sketch to photo matching: a feature-based approach. In: Proceedings of SPIE, Biometric Technology for Human Identification VII, 766702 (2010)
3.
Zurück zum Zitat Klare, B.F., Jain, A.K.: Heterogeneous face recognition using kernel prototype similarities. IEEE Trans. Pattern Anal. Mach. Intell. 35(66), 1410–1422 (2013)CrossRef Klare, B.F., Jain, A.K.: Heterogeneous face recognition using kernel prototype similarities. IEEE Trans. Pattern Anal. Mach. Intell. 35(66), 1410–1422 (2013)CrossRef
4.
Zurück zum Zitat Lowe, D.: Distinctive image features from scale-invariant key points. Int. J. Comput. Vision 60(2), 91–110 (2004)CrossRef Lowe, D.: Distinctive image features from scale-invariant key points. Int. J. Comput. Vision 60(2), 91–110 (2004)CrossRef
5.
Zurück zum Zitat Schmitt, D., McCoy, N.: Object classification and localization using SURF descriptor, pp. 1–5, December 2011 Schmitt, D., McCoy, N.: Object classification and localization using SURF descriptor, pp. 1–5, December 2011
6.
Zurück zum Zitat Bhatt, H.S., Bhardwaj, S., Singh, R., Vasta, M.: On matching sketches with digital face images. In: Fourth IEEE International Conference on Biometrics: Theory and Applications, September 2010 Bhatt, H.S., Bhardwaj, S., Singh, R., Vasta, M.: On matching sketches with digital face images. In: Fourth IEEE International Conference on Biometrics: Theory and Applications, September 2010
7.
Zurück zum Zitat Bay, H., Tuytelaars, T., Van Gool, L.: SURF: Speeded Up Robust Features. Comput. Vis. Image Underst. 110(2), 346–359 (2008)CrossRef Bay, H., Tuytelaars, T., Van Gool, L.: SURF: Speeded Up Robust Features. Comput. Vis. Image Underst. 110(2), 346–359 (2008)CrossRef
8.
Zurück zum Zitat Han, H., Klare, B.F., Bonnen, K., Jain, A.K.: Matching composite sketches to face photos: a component based approach. IEEE Trans. Inf. Forensic Secur. 8(1), 191–204 (2013)CrossRef Han, H., Klare, B.F., Bonnen, K., Jain, A.K.: Matching composite sketches to face photos: a component based approach. IEEE Trans. Inf. Forensic Secur. 8(1), 191–204 (2013)CrossRef
9.
Zurück zum Zitat Choi, J., Sharma, A., Jacobs, D.W., Davis, L.S.: Data insufficiency in sketch versus photo face recognition. In: Computer Vision and Pattern Recognition Workshop (2012) Choi, J., Sharma, A., Jacobs, D.W., Davis, L.S.: Data insufficiency in sketch versus photo face recognition. In: Computer Vision and Pattern Recognition Workshop (2012)
10.
Zurück zum Zitat Li, J., Zang,Y.: Learning SURF cascade for fast and accurate object detection. In: IEEE Conference on Computer Vision and Pattern Recognition, June 2013 Li, J., Zang,Y.: Learning SURF cascade for fast and accurate object detection. In: IEEE Conference on Computer Vision and Pattern Recognition, June 2013
11.
Zurück zum Zitat Suresh ThangaKrishnan, M., Ramar, K.: A survey of forensic sketch matching. IIOAB J. 6, 50–54 (2015) Suresh ThangaKrishnan, M., Ramar, K.: A survey of forensic sketch matching. IIOAB J. 6, 50–54 (2015)
12.
Zurück zum Zitat Purkait, P., Chanda, B., Kulkarni, S.: A novel techniques for sketch to photo synthesis. In: International Conference on Computer Vision Graphics and Image Processing (ICVGIP), Chennai, India, December 2010 Purkait, P., Chanda, B., Kulkarni, S.: A novel techniques for sketch to photo synthesis. In: International Conference on Computer Vision Graphics and Image Processing (ICVGIP), Chennai, India, December 2010
13.
Zurück zum Zitat Lahlali, S.E., Sadiq, A., Mbarki, S.: Review of face sketch recognition systems. J. Theoretic Appl. Inf. Technol. 81(2), 255–264 (2015) Lahlali, S.E., Sadiq, A., Mbarki, S.: Review of face sketch recognition systems. J. Theoretic Appl. Inf. Technol. 81(2), 255–264 (2015)
14.
Zurück zum Zitat de Freitas, T., Marcle, S.: Heterogeneous face recognition using intern-session variability modelling. In: IEEE Computer Society Workshop on Biometrics (2016) de Freitas, T., Marcle, S.: Heterogeneous face recognition using intern-session variability modelling. In: IEEE Computer Society Workshop on Biometrics (2016)
15.
Zurück zum Zitat Liu, T., Kim, S.-H., Lim, S.-K., Lee, H.-S.: Selection of distinctive SIFT based on its distribution on feature space and local classifier for face recognition. Int. Arab J. Inf. Technol. 10, 1 (2013)CrossRef Liu, T., Kim, S.-H., Lim, S.-K., Lee, H.-S.: Selection of distinctive SIFT based on its distribution on feature space and local classifier for face recognition. Int. Arab J. Inf. Technol. 10, 1 (2013)CrossRef
16.
Zurück zum Zitat Wang, X., Tang, X.: Face photo-sketch synthesis and recognition. IEEE Trans. Pattern Anal. Mach. Intell. 31(11), 1955–1967 (2009)CrossRef Wang, X., Tang, X.: Face photo-sketch synthesis and recognition. IEEE Trans. Pattern Anal. Mach. Intell. 31(11), 1955–1967 (2009)CrossRef
17.
Zurück zum Zitat Ke, Y., Sukthankar, R.: PCA-SIFT: a more distinctive representation for local image descriptor. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), vol. 2, pp. 506–513 (2004) Ke, Y., Sukthankar, R.: PCA-SIFT: a more distinctive representation for local image descriptor. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), vol. 2, pp. 506–513 (2004)
18.
Zurück zum Zitat Li, Z.: Matching forensic sketches to mug shot photos. IEEE Trans. Pattern Anal. Mach. Intell. 33(3), 639–646 (2011)CrossRef Li, Z.: Matching forensic sketches to mug shot photos. IEEE Trans. Pattern Anal. Mach. Intell. 33(3), 639–646 (2011)CrossRef
19.
Zurück zum Zitat Lei, Z., Liao, S., Jain, A.K., Li, S.Z.: Coupled discriminant analysis for heterogeneous face recognition. IEEE Trans. Inf. Forensic Secur. 7(6), 1707–1716 (2012)CrossRef Lei, Z., Liao, S., Jain, A.K., Li, S.Z.: Coupled discriminant analysis for heterogeneous face recognition. IEEE Trans. Inf. Forensic Secur. 7(6), 1707–1716 (2012)CrossRef
Metadaten
Titel
Face Sketch Matching Using Speed up Robust Feature Descriptor
verfasst von
N. K. Bansode
P. K. Sinha
Copyright-Jahr
2017
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-4859-3_38