[2013-2016] PhD
Part of Israel‘s PhD is devoted to the detection and localization of speakers using audio-visual data. We proposed different methods that were published in different venues [1, 2]. He will most likely defend end 2016/beginning 2017.
References
- I. Gebru, X. Alameda-Pineda, R. Horaud, and F. Forbes, “Audio-Visual Speaker Localization via Weighted Clustering,” in IEEE Workshop on Machine Learning for Signal Processing, Reims, France, 2014, pp. 1-6. [ bib pdf ]
@inproceedings{Gebru-MLSP-2014, title = {{Audio-Visual Speaker Localization via Weighted Clustering}}, author = {Gebru, Israel-Dejene and Alameda-Pineda, Xavier and Horaud, Radu and Forbes, Florence}, booktitle = {{IEEE Workshop on Machine Learning for Signal Processing}}, year = {2014}, pages = {1--6}, address = {Reims, France}, pdf={http://xavirema.eu/wp-content/papercite-data/pdf/Gebru-MLSP-2014.pdf} }
- I. Gebru, X. Alameda-Pineda, F. Forbes, and R. Horaud, “EM algorithms for weighted-data clustering with application to audio-visual scene analysis,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, iss. 12, pp. 2402-2415, 2016. [ bib pdf code data arxiv ]
@article{Gebru-TPAMI-2016, title = {{EM} algorithms for weighted-data clustering with application to audio-visual scene analysis}, author = {Israel-Dejene Gebru and Xavier Alameda-Pineda and Florence Forbes and Radu Horaud}, journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence}, year={2016}, volume={38}, number={12}, pages={2402-2415}, url = {http://arxiv.org/abs/1509.01509}, arxiv = {http://arxiv.org/abs/1509.01509}, doi={10.1109/TPAMI.2016.2522425}, soft={http://perception.inrialpes.fr/people/Gebru/code/WD-EM.zip}, data={https://team.inria.fr/perception/avtrack1/}, pdf={http://xavirema.eu/wp-content/papercite-data/pdf/Gebru-TPAMI-2016.pdf} }