Internship: Small Object Detection in Aerial Images
Il y a 6 mois
Le descriptif de l’offre ci-dessous est en Anglais_
**Niveau de diplôme exigé **:Bac + 4 ou équivalent
**Fonction **:Stagiaire de la recherche
**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**:
Knowledge of urban sewerage and drainage networks is essential for the rational mana
- gement of natural resources (pollution transfer), flood control and transportation network management. Acting as rainwater collectors, drainage networks can overflow at certain points and exacerbate flooding. However, most hydraulic models do not take into account the drai
- nage network, which is assumed to be rapidly saturated during a flood event. However, this is not due to a limitation of the models, but to a lack of knowledge of the characteristics of the networks. In fact, in many countries, whether developed or emerging, maps of networks or diagrams of structures are not widely available or are highly imperfect.
In France, local authorities are now responsible for wastewater treatment and must draw up a detailed description of wastewater and rainwater collection and transport facilities. But the maps available are still not very accurate, not very detailed and sometimes in analog format.
Image processing methods based on a geometric filter and a deep learning approach have demonstrated to be effective for detecting manhole covers on very high spatial resolution aerial images [2, 4, 5]. These works leveraged an early convolutional neural network model, AlexNet, to detect manholes from images at 5 cm spatial resolution acquired over two communes near Montpellier. The initial results showed that the manhole covers could be detected with an accuracy of 72% and a recall of 54% (which could be as high as 60%). Beyond the use of aerial imagery, several works have demonstrated that street-level imagery can be of great interest to detect and locate road objects [7]. The joint exploitation of aerial and street-level imagery has also been recently explored for enhancing aerial image segmentation [6], land use mapping for urban settlement [3] and traffic signs detection [1].
Several avenues of research could be explored to improve current manhole detection results, more precisely i) evaluate more recent deep learning frameworks for both semantic segmen
- tation and object detection and ii) integrate street-level imagery in a multi-modal analysis in order to assess the added value of this complementary information source for the process of manhole detection and location.
**Mission confiée**:
The aim of the internship will be to build upon our previous work on the detection of manhole covers through very high spatial resolution images using modern deep neural networks.
**Principales activités**:
The aim of the internship will be to build upon our previous work on the detection of manhole covers through very high spatial resolution images using modern deep neural networks. More specifically, it will involve:
- — Train and validate a network on the images available (and if possible, on other images of lower resolution, available in open source).
- — Reduce as much as possible possible false positives by verifying the actual presence of manhole covers detected on street-view images.
**Compétences**:
- — Master 2 in computer science or signal processing, with good knowledge on machine learning and/or image analysis.
- — Tools and programming language : Python (preferably) and familiarity with some deep learning library (PyTorch, Tensorflow).
**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 (after 6 months of employment) 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
-
Internship - Wellbore
Il y a 5 mois
Montpellier, France Schlumberger Temps plein**Job title: Internship - Wellbore** **Project title : Wellbore template convertor ID 212** 6 months internship **DESCRIPTION AND SCOPE** - The logviewer is a visualization tool very much used in SLB E&P platforms to display wellbore data. - In SLB, we have two mature platforms for reservoir and wellbore interpretation: Petrel and Techlog. Each of these...
-
Internship - Software Engineer
Il y a 6 mois
Montpellier, France Schlumberger Temps plein**Job title**: Internship - Software Engineering **Project topic**: Geothermal Well placement scenario generation tool **6 months internship** **DESCRIPTION AND SCOPE** - During this internship, your role will be to:- Analyze: elaborate, with the other members of the team, about the parameters that would be varying, about what performance means, and how...
-
Internship - Physics
Il y a 5 mois
Montpellier, France Schlumberger Temps plein**Job title**:Internship - Physics **Project title**:Improvement of the solver used for porosity calculation **SCOPE AND RESPONSIBILITIES** - The internship will take place in a software development environment. While we proud ourselves to maintain a human scale at our Montpellier center, you will also have the opportunity to take part in initiatives at...
-
Internship/stage - Membrane Modification to
il y a 4 jours
Montpellier, France IEMM (Institut Européen des Membranes) Temps plein**Internship/Stage - Membrane modification to specifically capture monoclonal antibodies**: - Réf **ABG-127128** - Stage master 2 / Ingénieur- Durée 6 mois- Salaire net mensuel according to current regulations- 22/11/2024- IEMM (Institut Européen des Membranes)- Lieu de travail- Montpellier Occitanie France- Champs scientifiques- Chimie - Mots clés-...
-
Montpellier, Occitanie, France CNRS Temps pleinInformations généralesIntitulé de l'offre : Théoricien de la physique des composants optoélectroniques pour la détection THzRéférence : UMR5221-CEDBRA-002Nombre de Postes : 1Lieu de travail : MONTPELLIERType de contrat : CDD ScientifiqueDurée du contrat : 6 moisQuotité de travail : Temps completRémunération : à partir de 3021.50€ brut...
-
Montpellier, France CNRS Temps pleinInformations générales Intitulé de l'offre : PROJET THESE H/F: Développement de biosenseurs fluorescents pour la détection de kinases chez les virus géants (Pandoravirus) Référence : UMR5247-CATMOR-006 Nombre de Postes : 1 Lieu de travail : MONTPELLIER Date de publication : mardi 5 novembre 2024 Type de contrat : CDD Doctorant/Contrat...
-
Internship Research
Il y a 5 mois
Montpellier, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:Convention de stage**Niveau de diplôme exigé **:Bac + 3 ou équivalent**Fonction **:Stagiaire de la recherche**Niveau d'expérience souhaité **:Jeune diplôméA propos du centre ou de la direction fonctionnelle The Inria centre at Université Côte d'Azur includes 37 research...
-
Montpellier, France CNRS Temps pleinInformations générales Intitulé de l'offre : Théoricien sur la physique des composants optoélectroniques pour la détection THz (H/F) Référence : UMR5221-CEDBRA-002 Nombre de Postes : 1 Lieu de travail : MONTPELLIER Date de publication : lundi 21 octobre 2024 Type de contrat : CDD Scientifique Durée du contrat : 6 mois Date d'embauche prévue...
-
Montpellier, France CNRS Temps pleinInformations générales Intitulé de l'offre : Théoricien sur la physique des composants optoélectroniques pour la détection THz (H/F) Référence : UMR5221-CEDBRA-002 Nombre de Postes : 1 Lieu de travail : MONTPELLIER Date de publication : lundi 21 octobre 2024 Type de contrat : Chercheur en contrat CDD Durée du contrat : 6 mois Date d'embauche...
-
Montpellier, Occitanie, France Synapse Informatique Temps pleinDescription du stageLe stage consiste à développer des systèmes d'alerte de crue et de gestion des ressources en eau en utilisant les données produites par les satellites. Ces données sont très variées et peuvent être utilisées pour des applications telles que la consultation comparative, la détection des surfaces d'eau et la projection de...
-
QA Tester
Il y a 6 mois
Montpellier, France Plug In Digital Temps pleinInternship Montpellier (34) Internship Description Dear Villagers works with talented developers / studios from around the world to help them achieve their projects' highest goals. As a QA Tester, you will be an integral part of that process from the beginning as you verify the quality of each game build we receive. I'll have the opportunity to work on...
-
Internship - Full Stack Engineer
Il y a 6 mois
Montpellier, France Schlumberger Temps plein**Job title**:Internship Full Stack Engineer **Project title**:Angular Highly Scalable Table Component **ABOUT US** - SLB is a global technology company, driving energy innovation for a balanced planet. - The diverse New Energy portfolio includes ventures in carbon capture and sequestration, energy storage, geothermal power, geoenergy for heating and...
-
Montpellier, France Synapse Informatique Temps pleinDescription du stage Les données produites par les satellites sont très variées. Les modèles numériques de terrain, les images dans le domaine visible ou infrarouge, les données radar d’altimétrie, permettent des applications aussi variées que leur consultation comparative, la détection des surfaces d’eau, la projection de l’emprise de...
-
Montpellier, Occitanie, France CNRS Temps pleinInformations généralesIntitulé de l'offre : Théoricien en physique des composants optoélectroniques pour la détection THzRéférence : UMR5221-CEDBRA-002Nombre de postes : 1Lieu de travail : MontpellierType de contrat : CDD ScientifiqueDurée du contrat : 6 moisDate d'embauche prévue : 1 mai 2025Quotité de travail : Temps...
-
Stage - Data Scientist - Deep Learning Sur Images
Il y a 5 mois
Montpellier, France Sim&Cure Temps pleinFondée en 2014 et située dans le dynamique écosystème des technologies médicales à Montpellier, en France, Sim&Cure est une start-up numérique axée sur l'amélioration des traitements neurovasculaires des anévrismes cérébraux avec une suite logicielle propriétaire (dispositif médical de classe IIa avec marquage CE et FDA 510k), qui a déjà...
-
Legal Intern
Il y a 3 mois
Montpellier, France SWEEP Temps plein**Sweep is hiring a Legal Intern for 6 months, tasked with proactively addressing legal issues, and turning Sweep into an authoritative voice on how companies can achieve sustainability goals - to create a better future for all of us.**: Sweep maps climate and ESG data across an entire business to reduce carbon emissions, improve social and environmental...
-
Projet These
il y a 3 semaines
Montpellier, France CNRS Temps pleinCette offre est disponible dans les langues suivantes: - Français - Anglais Date Limite Candidature : mardi 26 novembre 2024 23:59:00 heure de Paris **Informations générales**: **Intitulé de l'offre **:PROJET THESE H/F: Développement de biosenseurs fluorescents pour la détection de kinases chez les virus géants (Pandoravirus)** Référence :...
-
Assessment of Geophysical Inversion Methods for
il y a 4 semaines
Montpellier, France SAS Look Up Geoscience Temps plein**Assessment of geophysical inversion methods for geothermal energy exploration**: - Réf **ABG-126476** - Stage master 2 / Ingénieur- Durée 6 mois- Salaire net mensuel 800- 25/10/2024- SAS Look Up Geoscience- Lieu de travail- Montpellier Occitanie France- Champs scientifiques- Energie - Mots clés- geothermie, geothermal, geology, geophyics, geologie,...
-
Montpellier, Occitanie, France Galileo Global Education Temps pleinContract-based internship for a BTS ESARC student in Montpellier.Discover our unique internship offer, exclusively provided by ESARC Montpellier and our partner company. This internship contract combines theoretical academic knowledge with enriching professional practice within a company. Take advantage of high-quality training while acquiring concrete...
-
Internship
Il y a 5 mois
Montpellier, France WORLDFISH Temps pleinWorldFish is a leading international research organization and a member of CGIAR, working to reduce hunger, malnutrition, and poverty by sustainably improving aquatic food systems. It collaborates with international, regional, and national partners to co-develop and deliver scientific innovations, evidence for policy, and knowledge to enable equitable,...
