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Nikita Dvornik, PhD student
A member of the THOTH Team, INRIA Rhone-Alpes, Grenoble, France

INRIA Rhone-Alpes
655 Avenue de l'Europe
38330 Montbonnot
France
Office
E-mail
:
:
H115
firstname.lastname@inria.fr


About Me

I recieved the bachelor degree at the Moscow Institute of Physics and Technology (MIPT) in 2014, my master degree at INP Grenoble in 2016 and started my doctoral studies the same year. Currently, I am working through my PhD in computer vision and machine learning under supervision of Julien Mairal and Cordelia Schmid. I am developing new methods facilitating automatic scene understanding, e.g. object detection and semantic segmentation. As well, I am studying visual representations for problems where only a few annotated examples is available for training. My research interest are in scene understanding, real-time vision systems and problems with scarse data. Here, you can find my not-too-outdated-CV.


Publications

Publications HAL de dvornik de cordelia,schmid;nikita,dvornik;matthijs,douze;zaid,harchaoui;thomas,mensink;remi,ronfard;laurent,zwald;frederic,jurie;roger,mohr du labo/EPI 2398;44942
titre
Selecting Relevant Features from a Multi-domain Representation for Few-shot Classification
auteur
Nikita Dvornik, Cordelia Schmid, Julien Mairal
article
ECCV 2020 - European Conference on Computer Vision, Aug 2020, Glasgow / Virtual, United Kingdom. pp.769-786, ⟨10.1007/978-3-030-58607-2_45⟩
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-02513241/file/1267.pdf BibTex
titre
On the Importance of Visual Context for Data Augmentation in Scene Understanding
auteur
Nikita Dvornik, Julien Mairal, Cordelia Schmid
article
IEEE Transactions on Pattern Analysis and Machine Intelligence, Institute of Electrical and Electronics Engineers, 2019, 43 (6), pp.2014-2028. ⟨10.1109/TPAMI.2019.2961896⟩
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-01869784/file/main.pdf BibTex
titre
Diversity with Cooperation: Ensemble Methods for Few-Shot Classification
auteur
Nikita Dvornik, Julien Mairal, Cordelia Schmid
article
ICCV 2019 - International Conference on Computer Vision, Oct 2019, Seoul, South Korea. pp.3722-3730, ⟨10.1109/ICCV.2019.00382⟩
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-02080004/file/main.pdf BibTex
titre
Modeling Visual Context is Key to Augmenting Object Detection Datasets
auteur
Nikita Dvornik, Julien Mairal, Cordelia Schmid
article
ECCV 2018 - European Conference on Computer Vision, Sep 2018, Munich, Germany. pp.375-391, ⟨10.1007/978-3-030-01258-8_23⟩
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-01844474/file/eccv2018submission.pdf BibTex
titre
BlitzNet: A Real-Time Deep Network for Scene Understanding
auteur
Nikita Dvornik, Konstantin Shmelkov, Julien Mairal, Cordelia Schmid
article
ICCV 2017 - International Conference on Computer Vision, Oct 2017, Venise, Italy. pp.4174-4182, ⟨10.1109/ICCV.2017.447⟩
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-01573361/file/egpaper_final.pdf BibTex

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Software and Data