Phd Position F/m doct2024-graphdeco Versatile - Sophia Antipolis, France - Inria

Inria
Inria
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Sophia Antipolis, France

il y a 3 jours

Sophie Dupont

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Sophie Dupont

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Description
Le descriptif de l'offre ci-dessous est en Anglais_


Type de contrat :

CDD

Niveau de diplôme exigé :
Bac + 5 ou équivalent


Fonction :
Doctorant


A propos du centre ou de la direction fonctionnelle:
The Inria centre at Université Côte d'Azur includes 37 research teams and 8 support services. The centre's staff (about 500 people) is made up of scientists of different nationalities, engineers, technicians and administrative staff.

The teams are mainly located on the university campuses of Sophia Antipolis and Nice as well as Montpellier, in close collaboration with research and higher education laboratories and establishments (Université Côte d'Azur, CNRS, INRAE, INSERM...), but also with the regiona economic players.

With a presence in the fields of computational neuroscience and biology, data science and modeling, software engineering and certification, as well as collaborative robotics, the Inria Centre at Université Côte d'Azur is a major player in terms of scientific excellence through its results and collaborations at both European and international levels.


Contexte et atouts du poste:


Mission confiée:


The goal of this thesis will be the development of versatile renderers that can be used at the crossroads of physically-based rendering and novel-view synthesis.

The key element of this project will be the development of solutions that allow progressive accuracy control in various forms.

Building on the success of 3D Gaussian Splatting 3DGS [Kerbl et al.

2023] developed in our group, and that of the more traditional physically-based differentiable rendering solutions [Vicini et al, Zeltner et al.

2021], we will propose versatile renderers that will provide a novel bridge between these different methodologies.

We will build on recent work in the group that allows hierarchical constructions for 3DGS to exploit the speed and efficiency of hierarchical volumetric visibility solutions [Sillion & Drettakis 1995] and fast but approximate point-based global illumination methods [Wang et al.

2015].

We will start with solution that can handle a small number of indirect bounces, moving on to more complex solutions with difficult light transport.

For the latter, we will build on neural rendering solutions developed recently in the group [Diolatzis et al. 2022].

A critical aspect will be the development of error bounds for such approximate and machine-learning driven solutions that has proved elusive in the past.

Bibliography

[Sillion and Drettakis 1995] Franc ̧ois Sillion and George Drettakis. Feature-based control of visibility error: A multi-resolution clustering algorithm for global illumination. In Robert Cook, editor, Proceedings of ACM SIGGRAPH, Annual Conference Series, pages ACM SIGGRAPH, Addison Wesley, Aug 1995. held in Los Angeles, California, 06-11 August 1995.

[Vicini et al. 2021] Delio Vicini, S ́ebastien Speierer, and Wenzel Jakob.


Path replay backpropagation:
differentiating light paths
using constant memory and linear time. ACM Transactions on Graphics (TOG), 40(4):1-14, 2021.

[Wang et al. 2015] Beibei Wang, Xiangxu Meng, and Tamy Boubekeur. Wavelet point-based global illumination. In Computer Graphics Forum, volume 34, pages Wiley Online Library, 2015.

[Zeltner et al 2021] Tizian Zeltner, S ́ebastien Speierer, Iliyan Georgiev, andWenzel Jakob. Monte carlo estimators for differential
light transport. ACM Transactions on Graphics (TOG), 40(4):1-16, 2021.


Principales activités:

The main activities will involve research in the topic of novel view synthesis using radiance fields in computer graphics.


Compétences:


Avantages:


  • Subsidized meals
  • Partial reimbursement of public transport costs
  • Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave (sick children, moving home, etc.)
  • Possibility of teleworking and flexible organization of working hours
  • Professional equipment available (videoconferencing, loan of computer equipment, etc.)
  • Social, cultural and sports events and activities
  • Access to vocational training

Rémunération:

Duration: 36 months


Location:
Sophia Antipolis, France

Gross Salary per month: 2100€ brut per month (year 1 & 2) and 2190€ brut per month (year 3)


Informations générales:

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Thème/Domaine: Interaction et visualisation

Ingénierie logicielle (BAP E)

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Ville: Sophia Antipolis

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Centre Inria: Centre Inria d'Université Côte d'Azur
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Date de prise de fonction souhaitée:
-
Durée de contrat: 3 ans
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Date limite pour postuler:


Consignes pour postuler:

Before applying, it is strongly recommended that you contact the Scientific manager beforehand.


Sécurité défense:

Ce poste est susceptible d'être affecté dans une zone à régime restrictif (ZRR), telle que définie dans le décret n° relatif à la protection du potentiel scientifique

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