PhD student
Member THOTH Team, INRIA Rhone-Alpes, Grenoble, France

INRIA Rhone-Alpes
655 Avenue de l'Europe
38330 Montbonnot
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I am currently a PhD student under Karteek Alahari's and Cordelia Schmid's supervision. I am working on studying the role of motion in object recognition. In particular, we developed the first deep-learning based method for motion segmentation, a visual memory-based approach for video object segmentation and a framework for weakly-supervised learning of semantic segmentation from videos utilizing motion cues. Prior to PhD I worked on statistical relational learning and interactive knowledge discovery. My main research interest can be summarized as integrating external knowledge and structure into learning methods. You can find my CV here.

Software and data

Publications

Publications HAL de tokmakov de cordelia,schmid;pavel,tokmakov;matthijs,douze;zaid,harchaoui;thomas,mensink;remi,ronfard;laurent,zwald;frederic,jurie;roger,mohr du labo/EPI 2398;44942

titre
Learning to Segment Moving Objects
auteur
Pavel Tokmakov, Cordelia Schmid, Karteek Alahari
article
2017
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-01653720/file/paper.pdf BibTex
titre
Learning Video Object Segmentation with Visual Memory
auteur
Pavel Tokmakov, Karteek Alahari, Cordelia Schmid
article
ICCV - IEEE International Conference on Computer Vision, Oct 2017, Venice, Italy. 2017
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-01511145/file/1148.pdf BibTex
titre
Learning Motion Patterns in Videos
auteur
Pavel Tokmakov, Karteek Alahari, Cordelia Schmid
article
CVPR - IEEE Conference on Computer Vision & Pattern Recognition, Jul 2017, Honolulu, United States
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-01427480/file/motionest.pdf BibTex
titre
Weakly-Supervised Semantic Segmentation using Motion Cues
auteur
Pavel Tokmakov, Karteek Alahari, Cordelia Schmid
article
ECCV - European Conference on Computer Vision, Oct 2016, Amsterdam, Netherlands. Springer, 9908 (Part IV), pp.388-404, 2016, Lecture Notes in Computer Science. 〈10.1007/978-3-319-46493-0_24〉
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-01292794/file/mcnn.pdf BibTex
titre
Relational Linear Programs
auteur
Kristian Kersting, Martin Mladenov, Pavel Tokmakov
article
2015
Accès au texte intégral et bibtex
https://hal.inria.fr/hal-01131726/file/1410.3125v1.pdf BibTex

titre
One Click Mining - Interactive Local Pattern Discovery through Implicit Preference and Performance Learning
auteur
Mario Boley, Michael Mampaey, Bo Kang, Pavel Tokmakov and Stefan Wrobel
article
2013
Accès au texte intégral et bibtex
http://poloclub.gatech.edu/idea2013/papers/p28-boley.pdf