A. F. Smeaton, P. Over, and W. Kraaij, Evaluation campaigns and TRECVid, MIR '06: Proceedings of the 8th ACM International Workshop on Multimedia Information Retrieval, pp.321-330, 2006.

G. Awad, A. Butt, K. Curtis, J. Fiscus, A. Godil et al., Trecvid 2018: Benchmarking video activity detection, video captioning and matching, video storytelling linking and video search, Proceedings of TRECVID 2018, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01919873

G. Awad, W. Kraaij, P. Over, and S. Satoh, Instance search retrospective with focus on trecvid, International Journal of Multimedia Information Retrieval, vol.6, issue.1, pp.1-29, 2017.

B. , IRIM at TRECVID 2017: Instance Search, Proceedings of TRECVID 2017, 2017.

H. Bredin and G. Gelly, Improving speaker diarization of TV series using talking-face detection and clustering, ACM MM 2016, 24th ACM International Conference on Multimedia, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01836453

Y. Yusoff, W. Christmas, and J. Kittler, A Study on Automatic Shot Change Detection, Multimedia Applications, Services and Techniques, pp.177-189, 1998.

N. Dalal and B. Triggs, Histograms of Oriented Gradients for Human Detection, Computer Vision and Pattern Recognition, vol.1, pp.886-893, 2005.
URL : https://hal.archives-ouvertes.fr/inria-00548512

M. Danelljan, G. Häger, F. Shahbaz-khan, and M. Felsberg, Accurate Scale Estimation for Robust Visual Tracking, Proceedings of the British Machine Vision Conference, 2014.

K. He, X. Zhang, S. Ren, and J. Sun, Deep residual learning for image recognition, The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016.

D. E. King, Dlib-ml: A Machine Learning Toolkit, Journal of Machine Learning Research, vol.10, pp.1755-1758, 2009.

H. Ng and S. Winkler, A data-driven approach to cleaning large face datasets, IEEE International Conference on, pp.343-347, 2014.

O. M. Parkhi, A. Vedaldi, and A. Zisserman, Deep face recognition, British Machine Vision Conference, 2015.

H. Bredin, pyannote-video: Face Detection, Tracking and Clustering in Videos, pp.2016-2023

D. E. King, Max-margin object detection, CoRR, 2015.

P. Sang, NII Hitachi UIT at TRECVID 2017, Proceedings of TRECVID 2017, 2017.

B. , IRIM at TRECVID 2016: Instance Search, Proceedings of TRECVID 2016, 2016.

K. Mikolajczyk and C. Schmid, Scale & affine invariant interest point detectors, International Journal of Computer Vision, vol.60, issue.1, pp.63-86, 2004.
DOI : 10.1023/b:visi.0000027790.02288.f2

URL : https://hal.archives-ouvertes.fr/inria-00548554

R. Arandjelovi´carandjelovi´c and A. Zisserman, Three things everyone should know to improve object retrieval, IEEE Conference on Computer Vision and Pattern Recognition, 2012.

J. Philbin, O. Chum, M. Isard, J. Sivic, and A. Zisserman, Object Retrieval with Large Vocabularies and Fast Spatial Matching, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2007.
DOI : 10.1109/cvpr.2007.383172

M. J. Salton and G. Mcgill, Introduction to modern information retrieval, 1986.

C. Zhu, H. Jegou, and S. I. Satoh, QueryAdaptive Asymmetrical Dissimilarities for Visual Object Retrieval, The IEEE International Conference on Computer Vision (ICCV), December, 2013.
DOI : 10.1109/iccv.2013.214

URL : https://hal.archives-ouvertes.fr/hal-00872957

X. Zhou, C. Zhu, Q. Zhu, S. Satoh, and Y. Guo, A practical spatial re-ranking method for instance search from videos, IEEE International Conference on, pp.3008-3012, 2014.
DOI : 10.1109/icip.2014.7025608

B. Zhou, A. Lapedriza, J. Xiao, A. Torralba, A. Oliva et al., Learning Deep Features for Scene Recognition using Places Database, Advances in Neural Information Processing Systems, vol.27

K. Q. Lawrence and . Weinberger, , pp.487-495, 2014.

M. Tapaswi, M. Bauml, and R. Stiefelhagen, StoryGraphs: Visualizing Character Interactions as a Timeline, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp.827-834, 2014.
DOI : 10.1109/cvpr.2014.111

Y. Peng, PKU ICST at TRECVID 2017: Instance Search task, Proceedings of TRECVID 2017, 2017.