Evaluating Visual Aesthetics in Photographic Portraiture

Aus de_evolutionary_art_org
Version vom 30. November 2014, 16:50 Uhr von Gbachelier (Diskussion | Beiträge) (Die Seite wurde neu angelegt: „http://dx.doi.org/10.2312/COMPAESTH/COMPAESTH12/055-062 == Reference == Shehroz S. Khan, Daniel Vogel: Evaluating Visual Aesthetics in Photographic Portraitur…“)

(Unterschied) ← Nächstältere Version | Aktuelle Version (Unterschied) | Nächstjüngere Version → (Unterschied)
Wechseln zu: Navigation, Suche

http://dx.doi.org/10.2312/COMPAESTH/COMPAESTH12/055-062

Reference

Shehroz S. Khan, Daniel Vogel: Evaluating Visual Aesthetics in Photographic Portraiture. In: Douglas W. Cunningham, Donald H. House (Eds.): Workshop on Computational Aesthetics, 2012. 55-62

DOI

http://dx.doi.org/10.2312/COMPAESTH/COMPAESTH12/055-062

Abstract

We propose and demonstrate a strategy to quantify aesthetic quality in photographs. Our approach is to develop a small set of classification features by tuning general compositional principles to a targeted image domain where saliency can be better understood. We demonstrate this strategy with photographic portraits of individuals, but it can be extended to other domains. Our technique leverages a refined method of using templates as spatial composition feature look-up tables. Compared to the traditional approach using a large set of global and local features extracted with little salient knowledge, classifiers using features extracted with our approach are better predictors of human aesthetic judgments.

Extended Abstract

Bibtex

Used References

Amir Ahmad , Lipika Dey, A feature selection technique for classificatory analysis, Pattern Recognition Letters, v.26 n.1, p.43-56, 1 January 2005 http://dx.doi.org/10.1016/j.patrec.2004.08.015

Subhabrata Bhattacharya , Rahul Sukthankar , Mubarak Shah, A framework for photo-quality assessment and enhancement based on visual aesthetics, Proceedings of the international conference on Multimedia, October 25-29, 2010, Firenze, Italy http://doi.acm.org/10.1145/1873951.1873990

Mark Galer, Digital Photography: Essential Skills, Focal Press, 2008 http://dl.acm.org/citation.cfm?id=1457506&CFID=588525319&CFTOKEN=29804931

{CL09} Cerosaletti C. D., Loui A. C.: Measuring the perceived aesthetic quality of photographic images. In First International Workshop on Quality of Multimedia Experience (QoMEX) (2009), pp. 47--52. 1, 3

{Dic08} Dickson C. N.: 6 Tips for Perfect Composition in Portrait Photography. http://www.digital-photography-school.com/6-tips-for-perfect-composition-in-portrait-photography, 2008. Online Accessed 12th Mar 2012. 2

Ritendra Datta , Dhiraj Joshi , Jia Li , James Z. Wang, Studying aesthetics in photographic images using a computational approach, Proceedings of the 9th European conference on Computer Vision, May 07-13, 2006, Graz, Austria http://dx.doi.org/10.1007/11744078_23

S. Dhar , V. Ordonez , T. L. Berg, High level describable attributes for predicting aesthetics and interestingness, Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition, p.1657-1664, June 20-25, 2011 http://dx.doi.org/10.1109/CVPR.2011.5995467

Navneet Dalal , Bill Triggs, Histograms of Oriented Gradients for Human Detection, Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1, p.886-893, June 20-26, 2005 http://dx.doi.org/10.1109/CVPR.2005.177

Ritendra Datta , James Z. Wang, ACQUINE: aesthetic quality inference engine - real-time automatic rating of photo aesthetics, Proceedings of the international conference on Multimedia information retrieval, March 29-31, 2010, Philadelphia, Pennsylvania, USA http://doi.acm.org/10.1145/1743384.1743457

{FNH08} Fedorovskaya E. A., Neustaedter C., Hao W.: Image harmony for consumer images. In ICIP (2008), IEEE, pp. 121--124. 3

Derek Hoiem , Alexei A. Efros , Martial Hebert, Recovering Surface Layout from an Image, International Journal of Computer Vision, v.75 n.1, p.151-172, October 2007 http://dx.doi.org/10.1007/s11263-006-0031-y

Mark Hall , Eibe Frank , Geoffrey Holmes , Bernhard Pfahringer , Peter Reutemann , Ian H. Witten, The WEKA data mining software: an update, ACM SIGKDD Explorations Newsletter, v.11 n.1, June 2009 http://doi.acm.org/10.1145/1656274.1656278

Laurent Itti , Christof Koch , Ernst Niebur, A Model of Saliency-Based Visual Attention for Rapid Scene Analysis, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.20 n.11, p.1254-1259, November 1998 http://dx.doi.org/10.1109/34.730558

{JLC10} Jiang W., Loui A. C., Cerosaletti C. D.: Automatic aesthetic value assessment in photographic images. In ICME (2010), IEEE, pp. 920--925. 3

{Kra05} Krages B. P.: Photography: The Art of Composition. Allworth Press, New York, N. Y., 2005. 2

Yan Ke , Xiaoou Tang , Feng Jing, The Design of High-Level Features for Photo Quality Assessment, Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, p.419-426, June 17-22, 2006 http://dx.doi.org/10.1109/CVPR.2006.303

{LC09} Li C., Chen T.: Aesthetic visual quality assessment of paintings. IEEE Journal of Selected Topics in Signal Processing 3, 2 (2009), 236--252. 4, 5

{LGLC10} Li C., Gallagher A. C., Loui A. C., Chen T.: Aesthetic quality assessment of consumer photos with faces. In ICIP (2010), pp. 3221--3224. 2, 3, 5, 7

Yiwen Luo , Xiaoou Tang, Photo and Video Quality Evaluation: Focusing on the Subject, Proceedings of the 10th European Conference on Computer Vision: Part III, October 12-18, 2008, Marseille, France http://dx.doi.org/10.1007/978-3-540-88690-7_29

{LWT11} Luo W., Wang X., Tang X.: Content-based photo quality assessment. In ICCV (2011). 1, 3, 4, 5

{Nil07} Nilsson M.: Face Detection in Matlab. http://www.mathworks.com/matlabcentral/fileexchange/13701-face-detection-in-matlab, 2007. Online Accessed 12th Mar 2012. 5

{NNC07} Nilsson M., Nordberg J., Claesson I.: Face Detection using Local SMQT Features and Split Up SNoW Classifier. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) (to 2007), vol. ≪ to be updated ≫. 5

M. Nishiyama , T. Okabe , I. Sato , Y. Sato, Aesthetic quality classification of photographs based on color harmony, Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition, p.33-40, June 20-25, 2011 http://dx.doi.org/10.1109/CVPR.2011.5995539

{OSHO10} Obrador P., Schmidt-Hackenberg L., Oliver N.: The role of image composition in image aesthetics. In ICIP (2010), pp. 3185--3188. 2, 3, 4, 7

Pere Obrador , Michele A. Saad , Poonam Suryanarayan , Nuria Oliver, Towards category-based aesthetic models of photographs, Proceedings of the 18th international conference on Advances in Multimedia Modeling, January 04-06, 2012, Klagenfurt, Austria http://dx.doi.org/10.1007/978-3-642-27355-1_9

Patrick Rice, Professional Techniques for Black & White Digital Photography, Amherst Media, Inc., 2005 http://dl.acm.org/citation.cfm?id=1204081&CFID=588525319&CFTOKEN=29804931

{Wil} Williams P.: 10 Top Photography Composition Rules. http://www.photographymad.com/pages/view/10-top-photography-composition-rules. Online Accessed 12th Mar 2012. 2

Lai-Kuan Wong , Kok-Lim Low, Saliency-enhanced image aesthetics class prediction, Proceedings of the 16th IEEE international conference on Image processing, November 07-10, 2009, Cairo, Egypt http://dl.acm.org/citation.cfm?id=1819008&CFID=588525319&CFTOKEN=29804931

{XZST07} Xiao R., Zhu H., Sun H., Tang X.: Dynamic cascades for face detection. In ICCV (2007), IEEE, pp. 1--8. 3


Links

Full Text

[extern file]

intern file

Sonstige Links

http://dl.acm.org/citation.cfm?id=2328888.2328898&coll=DL&dl=GUIDE&CFID=588525319&CFTOKEN=29804931

Abgerufen von „http://de.evo-art.org/index.php?title=Evaluating_Visual_Aesthetics_in_Photographic_Portraiture&oldid=1874“