T. Aydin, A. Smolic, and M. Gross, Automated Aesthetic Analysis of Photographic Images, IEEE Transactions on Visualization and Computer Graph- ics, 2014.
DOI : 10.1109/TVCG.2014.2325047

C. Chang and C. Lin, LIBSVM, ACM Transactions on Intelligent Systems and Technology, vol.2, issue.3, pp.1-39, 2011.
DOI : 10.1145/1961189.1961199

F. Crete, T. Dolmiere, P. Ladret, N. , and M. , The blur effect: perception and estimation with a new no-reference perceptual blur metric, Human Vision and Electronic Imaging XII, 2007.
DOI : 10.1117/12.702790
URL : https://hal.archives-ouvertes.fr/hal-00232709

R. Datta, D. Joshi, J. Li, W. , and J. , Studying Aesthetics in Photographic Images Using a Computational Approach, Computer VisionECCV, 2006.
DOI : 10.1007/11744078_23

M. Desnoyer and D. Wettergreen, Aesthetic Image Classification for Autonomous Agents, 2010 20th International Conference on Pattern Recognition, pp.3452-3455, 2010.
DOI : 10.1109/ICPR.2010.843

S. Dhar, V. Ordonez, and T. Berg, High level describable attributes for predicting aesthetics and interestingness, CVPR 2011, pp.1657-1664, 2011.
DOI : 10.1109/CVPR.2011.5995467

J. Faria, S. Bagley, S. Rüger, and T. Breckon, Challenges of finding aesthetically pleasing images, 2013 14th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS), pp.4-7, 2013.
DOI : 10.1109/WIAMIS.2013.6616162

D. Hasler and S. Suesstrunk, Measuring colorfulness in natural images, Human Vision and Electronic Imaging VIII, pp.87-95, 2003.
DOI : 10.1117/12.477378

K. He, J. Sun, and X. Tang, Single Image Haze Removal Using Dark Channel Prior, IEEE transactions on pattern analysis and machine intelligence, 2010.

W. Jiang, A. C. Loui, C. , and C. D. , Automatic aesthetic value assessment in photographic images, 2010 IEEE International Conference on Multimedia and Expo, pp.920-925, 2010.
DOI : 10.1109/ICME.2010.5582588

Y. Ke, X. Tang, and F. Jing, The design of highlevel features for photo quality assessment, Computer Vision and Pattern Recognition, pp.419-426, 2006.

S. Khan and D. Vogel, Evaluating visual aesthetics in photographic portraiture, Computational Aesthetics in Graphics, Visualization and Imaging, pp.1-8, 2012.

C. Li, A. Loui, C. , and T. , Towards aesthetics, Proceedings of the international conference on Multimedia, MM '10, pp.10-13, 2010.
DOI : 10.1145/1873951.1874089

A. Lienhard, M. Reinhard, A. Caplier, and P. Ladret, Photo Rating of Facial Pictures based on Image Segmentation, Proceedings of the 9th Int. Conf . on computer Vision Theory and Applications, pp.329-336, 2014.
URL : https://hal.archives-ouvertes.fr/hal-00925436

Y. Luo and X. Tang, Photo and Video Quality Evaluation: Focusing on the Subject, Computer VisionEC- CV, pp.386-399, 2008.
DOI : 10.1007/978-3-540-88690-7_29

M. Males, A. Hedi, and M. Grgic, Aesthetic quality assessment of headshots, 55th International Symposium ELMAR, number September, pp.25-27, 2013.

L. Marchesotti and F. Perronnin, ´ Evaluation automatique de la qualité esthétique des photographiesàphotographies`photographiesà l'aide de descripteurs d'images génériques, Reconnaissance des Formes et Intelligence Artificielle (RFI- A), 2012.

N. Murray, L. Marchesotti, and F. Perronnin, A- VA: A large-scale database for aesthetic visual analysis, Computer Vision and Pattern Recognition, pp.2408-2415, 2012.

D. Poga?nik, R. Ravnik, N. Bovcon, and F. Solina, Evaluating photo aesthetics using machine learning, Data Mining and Data Warehouses, pp.4-7, 2012.

R. Sikonja, M. Kononenko, and I. , Theoretical and empirical analysis of ReliefF and RReliefF, Machine Learning, vol.53, issue.1/2, pp.23-69, 2003.
DOI : 10.1023/A:1025667309714

X. Tang, W. Luo, W. , and X. , Content-Based Photo Quality Assessment, IEEE Transactions on Multimedia, vol.15, issue.8, pp.1930-1943, 2013.
DOI : 10.1109/TMM.2013.2269899

Y. Tong, H. Konik, F. A. Cheikh, and A. Tremeau, Full Reference Image Quality Assessment Based on Saliency Map Analysis, Journal of Imaging Science and Technology, vol.54, issue.3, pp.1-21, 2010.
DOI : 10.2352/J.ImagingSci.Technol.2010.54.3.030503
URL : https://hal.archives-ouvertes.fr/ujm-00494091

P. Viola and M. Jones, Rapid object detection using a boosted cascade of simple features, Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001, pp.511-518, 2001.
DOI : 10.1109/CVPR.2001.990517

J. Willis and A. Todorov, First Impressions, Psychological Science, vol.15, issue.7, pp.592-598, 2006.
DOI : 10.1037/0003-066X.35.2.151

L. Wong and K. Low, Saliency-enhanced image aesthetics class prediction, 16th IEEE International Conference on Image Processing, pp.997-1000, 2009.