Emplois actuels liés à PhD Position F/M Learning to Translate Freehand Design Drawings into Parametric CAD Programs - Technopole de Sophia Antipolis - INRIA
-
Phd Position F/m Topology Design for Decentralized
Il y a 6 mois
Sophia Antipolis, France Inria Temps pleinLe 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...
-
Phd Position F/m Robust Federated Learning
Il y a 2 mois
Sophia Antipolis, France Inria Temps pleinLe 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 center at Université Côte d'Azur includes 42 research teams and 9 support services. The center’s staff (about 500 people) is...
-
Phd Position F/m Phd Position Computer Vision
Il y a 6 mois
Sophia Antipolis, France Inria Temps pleinLe 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 Université Côte d’Azur center counts 36 research teams as well as 7 support departments. The center's staff (about 500 people...
-
Phd Position, Scientific Machine Learning, Inria
Il y a 7 mois
Sophia Antipolis, France MathHire.org Temps pleinApplications are welcome at the Inria center of the University Cote d’Azur on the French Riviera situated in the vibrant technopole of Sophia-Antipolis, for a Master internship (4 to 6 months duration) followed by a three year fully funded PhD positon (to start immediately after or at commonly agreed date), in the context of a multi-partner collaborative...
-
Phd Position F/m Compiling Dynamic Languages to
Il y a 6 mois
Sophia Antipolis, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Autre diplôme apprécié **:Master thesis **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....
-
Phd Position F/m Effective Ai Based
Il y a 4 mois
Sophia Antipolis, France Inria Temps pleinLe 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 center at Université Côte d'Azur includes 42 research teams and 9 support services. The center’s staff (about 500 people) is...
-
Phd Position F/m Privacy On-demand and Security
Il y a 6 mois
Sophia Antipolis, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD**Niveau de diplôme exigé **:Bac + 5 ou équivalent**Fonction **:DoctorantA propos du centre ou de la direction fonctionnelle Le centre Inria d'Université Côte d'Azur regroupe 37 équipes de recherche et 8 services d’appui. Le personnel du centre (500 personnes environ) est...
-
Junior Audio Signal Processing Engineer
il y a 5 jours
Sophia Antipolis, France NXP Semiconductors Temps plein**Context** - NXP Sophia-Antipolis site has +200 employees composed of hardware designers, software engineers and architects. - VOICE & AUDIO team is developing speech and audio software algorithms for smart speakers and connected devices. In this context, we are looking for an audio algorithm engineer for speech enhancement. **Responsibilities** - As a...
-
Staff Design Engineer
Il y a 7 mois
Sophia Antipolis, France Arm Temps pleinRead More You are a highly motivated implementation engineer interested in defining methodologies and making them concrete and applied on the ground. You want to enable innovative chips and systems implementation designs which will shape the future of technology. We are looking for an enthusiastic engineer, willing to work in a multicultural and diverse...
-
Phd Position F/m Real-time Surgical Assistant for
Il y a 4 mois
Sophia Antipolis, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Fonction **:Doctorant **A propos du centre ou de la direction fonctionnelle**: The Inria center at Université Côte d'Azur includes 42 research teams and 9 support services. The center’s staff (about 500 people) is made up of scientists of...
-
Phd Position F/m Generative Ai for The
Il y a 4 mois
Sophia Antipolis, France Inria Temps pleinLe 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 center at Université Côte d'Azur includes 42 research teams and 9 support services. The center’s staff (about 500 people) is...
-
Program Mgr, Staff
il y a 5 jours
Sophia Antipolis, France Synopsys Temps plein39635BR - FRANCE - Sophia **Job Description and Requirements** This is a university program management role, responsible for developing long term relationships with key academics; proactively developing the use of Synopsys tools amongst professors and students; and nurturing strategic opportunities for collaborations with universities. **Responsibilities...
-
Principal Engineer, Analog Design Engineering
Il y a 3 mois
Sophia Antipolis, France Analog Devices Temps pleinAnalog Devices, Inc. (NASDAQ: ADI ) is a global semiconductor leader that bridges the physical and digital worlds to enable breakthroughs at the Intelligent Edge. ADI combines analog, digital, and software technologies into solutions that help drive advancements in digitized factories, mobility, and digital healthcare, combat climate change, and reliably...
-
Principal Engineer, Analog Design Engineering
Il y a 2 mois
Sophia Antipolis, France Analog Devices Temps pleinAnalog Devices, Inc. (NASDAQ: ADI ) is a global semiconductor leader that bridges the physical and digital worlds to enable breakthroughs at the Intelligent Edge. ADI combines analog, digital, and software technologies into solutions that help drive advancements in digitized factories, mobility, and digital healthcare, combat climate change, and reliably...
-
Fy24 Analog Design
Il y a 7 mois
Sophia Antipolis, France Analog Devices Temps pleinAre you a problem solver looking for a hands-on internship position with a market-leading company that will help develop your career and reward you intellectually and professionally? Analog Devices, Inc. (NASDAQ: ADI) is a global semiconductor leader that bridges the physical and digital worlds to enable breakthroughs at the Intelligent Edge. ADI combines...
-
Sophia Antipolis, France Inria Temps plein_Le descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat**: CDD **Niveau de diplôme exigé**: Bac + 5 ou équivalent **Autre diplôme apprécié**: Master in applied mathematics or scientific computing **Fonction**: Stagiaire de la recherche **A propos du centre ou de la direction fonctionnelle**: The Inria center at Université Côte...
-
Fy25 Design Verification Intern
Il y a 2 mois
Sophia Antipolis, France Analog Devices Temps pleinAre you a problem solver looking for a hands-on internship position with a market-leading company that will help develop your career and reward you intellectually and professionally? Analog Devices, Inc. (NASDAQ: ADI ) is a global semiconductor leader that bridges the physical and digital worlds to enable breakthroughs at the Intelligent Edge. ADI combines...
-
Principal Design Evaluation Engineer
Il y a 3 mois
Sophia Antipolis, France Analog Devices Temps pleinAnalog Devices, Inc. (NASDAQ: ADI) is a global semiconductor leader that bridges the physical and digital worlds to enable breakthroughs at the Intelligent Edge. ADI combines analog, digital, and software technologies into solutions that help drive advancements in digitized factories, mobility, and digital healthcare, combat climate change, and reliably...
-
Phd Thesis
Il y a 4 mois
Sophia Antipolis, France Laboratoire I3S - CNRS (UMR 7271) Temps plein**PhD Thesis - Error-Correction Codes for Reliable DNA Storage**: - Réf **ABG-125677** - Sujet de Thèse- 05/09/2024- Contrat doctoral- Laboratoire I3S - CNRS (UMR 7271)- Lieu de travail- Sophia Antipolis - Provence-Alpes-Côte d'Azur - France- Intitulé du sujet- PhD Thesis - Error-Correction Codes for Reliable DNA Storage- Champs scientifiques- Science...
-
Phd Position F/m Experimental Evaluation of Sliced
Il y a 6 mois
Sophia Antipolis, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD**Niveau de diplôme exigé **:Bac + 5 ou équivalent**Fonction **:DoctorantA propos du centre ou de la direction fonctionnelle The Inria Université Côte d'Azur center counts 37 research teams as well as 8 support services. The center's staff (about 500 people) is made up of...
PhD Position F/M Learning to Translate Freehand Design Drawings into Parametric CAD Programs
Il y a 7 mois
Contexte et atouts du poste
This Ph.D. is funded by a joint ANR-NSF grant, in collaboration with Daniel Ritchie from Brown University
Context and Objective
Computer Aided Design (CAD) is a multi-billion dollar industry responsible for the digital design of almost all manufactured goods. It leverages parametric modeling, which allows dimensions of a design to be changed, facilitating physically-based optimization and design re-mixing by non-experts. But CAD’s potential is diminished by the difficulty of creating parametric models: in addition to mastering design principles, professionals must learn complex CAD software interfaces.
To promote effective modeling strategies and creative flow, design educators advocate freehand drawing as a preliminary step to parametric modeling. Unfortunately, CAD systems do not understand these drawings, so designers must re-create their entire design using complex CAD software. Can we automatically convert freehand drawings to parametric CAD models? Sketch-based modeling techniques do not produce parametric CAD programs [1]; classic CAD reverse-engineering techniques cannot handle drawings as input [2]; the newer field of visual program induction is promising but has been demonstrated only on simple shapes and programs [3]. By leveraging the visual vocabulary shared by drawing and CAD modeling, we will develop a system to translate from the natural language of drawing to the formal language of CAD.
References
[1] Symmetry-driven 3D Reconstruction from Concept Sketches. Felix Hähnlein, Yulia Gryaditskaya, Alla Sheffer, Adrien Bousseau. SIGGRAPH 2022.
[2] InverseCSG: automatic conversion of 3D models to CSG trees. T. Du, J. Inala, Y. Pu, A. Spielberg, A. Schulz, D. Rus, A. Solar-Lezama, W. Matusik. ACM Trans. on Graphics (SIGGRAPH Asia) 2018.
[3] Neurosymbolic Models for Computer Graphics. Daniel Ritchie, Paul Guerrero, R. Kenny Jones, Niloy Mitra, Adriana Schulz, Karl D. D. Willis, and Jiajun Wu. Eurographics 2023 STAR.
Mission confiée
To handle drawings as input, we will treat them as timestamped sequences of strokes, allowing us to cast the problem as one of machine translation from drawing stroke sequences to CAD program token sequences. We observe that drawing strokes are grouped into coherent drawing operations that are correlated with CAD modeling strategies (e.g. first drawing construction lines and simple primitives shapes, then refining). We propose to extract these drawing operations as an intermediate representation, which helps disambiguate between the (potentially infinitely) many programs which can represent a single shape. Performing this extraction and then producing CAD programs are complex search problems; we will leverage novel deep neural networks to guide the search.
Principales activités
We will first create a dataset to study how designers draw parametric shapes. To do this, we will collect existing parametric shapes from public datasets and hire professional designers to draw these shapes. These drawings will be used to test our algorithms.We will then develop a drawing analysis algorithm in order to identify the lines of a drawing which correspond to the same 3D parametric operation, then recognize this operation and deduce its parameters. To do this, we intend to use machine learning algorithms that we will train with synthetic drawings generated from reference parametric 3D shapes.
Finally, we will develop a program synthesis method which will combine all the estimated information (input design, recognized 3D operations, estimated parameters) and which will generate a valid program best reproducing the design while being modifiable in the existing 3D design tools. We plan to use a Transformer learning architecture, originally developed for text translation, to “translate” the drawing sequence into a sequence of 3D instructions.
Compétences
The candidate must have experience in Python programming. Past experience in implementing 3D modeling or 3D analysis algorithms is a plus.
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 Social security coverage
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)
