O. Bartoli, N. Chahinian, A. Allard, J. Bailly, K. Chancibault et al., Manhole cover detection using a geometrical filter on very high resolution aerial and satellite images, 2015 Joint Urban Remote Sensing Event (JURSE), 2015.
DOI : 10.1109/JURSE.2015.7120521
URL : https://hal.archives-ouvertes.fr/hal-01373941

A. Bhattacharya, On a measure of divergence between two multinomial populations. The Indian Journal of Statistics pp, pp.401-406, 1946.

Y. Cheng, Z. Xiong, and Y. Wang, Improved classical Hough transform applied to the manhole cover's detection and location, Optical Technique, vol.32, pp.504-508, 2006.

F. Chollet, Keras. https, 2015.

M. Everingham, L. Van-gool, C. K. Williams, J. Winn, and A. Zisserman, The Pascal Visual Object Classes (VOC) Challenge, International Journal of Computer Vision, vol.73, issue.2, pp.303-338, 2010.
DOI : 10.1371/journal.pcbi.0040027
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.167.6629

H. Guan, Y. Yu, C. Li, and Q. Wang, Automated extraction of manhole covers using mobile LiDAR data, Remote Sensing Letters, vol.5, issue.12, pp.1042-1050, 2014.
DOI : 10.1016/j.patrec.2011.11.004

C. K. Huynh, T. S. Le, and K. Hamamoto, Convolutional neural network for motorbike detection in dense traffic, 2016 IEEE Sixth International Conference on Communications and Electronics (ICCE), pp.369-374, 2016.
DOI : 10.1109/CCE.2016.7562664

A. Krizhevsky, I. Sutskever, and G. E. Hinton, Imagenet classification with deep convolutional neural networks. in Advances in neural information processing systems pp, pp.1097-1105, 2012.
DOI : 10.1145/3065386
URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.299.205

X. Li, L. Wang, and E. Sung, A study of adaboost with svm based weak learners, Proceedings. 2005 IEEE International Joint Conference on Neural Networks, pp.196-201, 2005.

A. Y. Lin, A. Novo, S. Har-noy, N. Ricking, and K. Stamatiou, Combining GeoEye-1 Satellite Remote Sensing, UAV Aerial Imaging, and Geophysical Surveys in Anomaly Detection Applied to Archaeology, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol.4, issue.4, pp.870-876, 2011.
DOI : 10.1109/JSTARS.2011.2143696

A. Neubeck and L. V. Gool, Efficient Non-Maximum Suppression, 18th International Conference on Pattern Recognition (ICPR'06), pp.850-855, 2006.
DOI : 10.1109/ICPR.2006.479

H. Niigaki, J. Shimamura, and M. Morimoto, Circular objet detection based on seperability and uniformity of feature distributions using bhattacharrya coefficient, 21st International conference on pattern regocnition, pp.2009-2012, 2012.

E. Park, X. Han, T. L. Berg, and A. C. Berg, Combining multiple sources of knowledge in deep CNNs for action recognition, 2016 IEEE Winter Conference on Applications of Computer Vision (WACV), pp.1-8, 2016.
DOI : 10.1109/WACV.2016.7477589

J. Pasquet, T. Desert, O. Bartoli, M. Chaumont, C. Delenne et al., Detection of Manhole Covers in High-Resolution Aerial Images of Urban Areas by Combining Two Methods, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol.9, issue.5, pp.1802-1807, 2016.
DOI : 10.1109/JSTARS.2015.2504401
URL : https://hal.archives-ouvertes.fr/lirmm-01234242

S. Rajendra and V. Chandraskaran, Beyond sliding windows: Monitoring urban expansion of Tiruchirapalli town of Tamil Nadu state, India using IRS-1C satellite data, 2014.

C. Rogers, T. Hao, S. Costello, M. Burrow, N. Metje et al., Condition assessment of the buried utility service infrastructure: a proposal for integration. Tunnelling and Underground Space Technology 28, pp.202-211, 2012.

C. Szegedy, W. Liu, Y. Jia, P. Sermanet, S. Reed et al., Going deeper with convolutions, 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp.1-9, 2015.
DOI : 10.1109/CVPR.2015.7298594
URL : http://arxiv.org/abs/1409.4842

N. Tanaka and M. Mouri, A detection method of cracks and structural objects of the road surface image, Proc. IAPR Workshop Mach, pp.387-390, 2000.

R. Timofte, K. Zimmermann, and L. Van-gool, Multi-view traffic sign detection, recognition, and 3D localisation, Machine Vision and Applications, vol.26, issue.5, pp.633-647, 2014.
DOI : 10.1214/aos/1024691352

L. Wang, S. Wang, W. Li, and J. Li, Monitoring urban expansion of the Greater Toronto area from 1985 to 2013 using Landsat images, IEEE Geoscience and Remote Sensing Symposium, pp.4264-4267, 2014.

Y. Yu, H. Guan, and Z. Ji, Automated Detection of Urban Road Manhole Covers Using Mobile Laser Scanning Data, IEEE Transactions on Intelligent Transportation Systems, vol.16, issue.6, pp.3258-3269, 2015.
DOI : 10.1109/TITS.2015.2413812