Internship: Small Object Detection in Aerial Images

Il y a 4 mois

Montpellier, France Inria Temps plein

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 in Sales Administration and Customer Relations

    il y a 1 mois

    Montpellier, Occitanie, France Galileo Global Education Temps plein

    Internship Opportunity at Galileo Global EducationWe are excited to present an internship position through Galileo Global Education, designed to bridge theoretical knowledge with practical experience in a professional setting.This internship allows you to gain hands-on experience while receiving top-notch training, making it an ideal opportunity for those...

  • Internship - Wellbore

    Il y a 3 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...

  • Web Integrator Internship

    il y a 1 mois

    Montpellier, Occitanie, France MyDigitalSchool Temps plein

    Job Title: Web Integrator Internship (H/F)About the Company: MyDigitalSchool is a forward-thinking educational institution dedicated to fostering innovation in technology. We provide advanced learning solutions that incorporate the latest trends in digital transformation, including artificial intelligence, cloud computing, and software as a service. Our...

  • Internship - Software Engineer

    Il y a 4 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...

  • Agricultural Engineer Internship in Centralized AgriVoltaic Systems

    il y a 2 semaines

    Montpellier, Occitanie, France EDF Renouvelables Temps plein

    About the RoleThis internship is an exciting opportunity to join EDF Renouvelables and contribute to the development of centralized agrivoltaic systems. As an agricultural engineer, you will be responsible for evaluating the commercial potential of these systems, conducting market research, and providing agronomic expertise to address the challenges of...

  • Software Engineer in C++

    il y a 1 mois

    Montpellier, Occitanie, France LEA Recrutement Temps plein

    Software Engineer - MontpellierJoin a dynamic software firm located in a vibrant area. LEA Recruitment is dedicated to connecting clients and candidates for fruitful collaborations. Our IT division is actively seeking talent for various organizations across multiple industries, including startups, small to medium enterprises, and large corporations.Our...

  • Internship - Physics

    Il y a 3 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...

  • Commercial Executive

    il y a 4 jours

    Montpellier, Occitanie, France Montpellier Resourcing Temps plein

    Commercial Executive - Small BusinessLUNDI MATIN, a leading software company based in Montpellier, is seeking a Commercial Executive to join its team. As a key player in the omnichannel software market, we offer a unique opportunity to develop your career in a dynamic and innovative environment.Key ResponsibilitiesGenerate revenue by signing new clients for...

  • Tennis Club Administrative Assistant Internship

    il y a 2 semaines

    Montpellier, Occitanie, France Pigier Temps plein

    Description of the PositionPigier Performance Montpellier Millénaire, a prestigious business school, is recruiting for a tennis club, an Administrative Assistant in an internship program, as part of a 24-month formation ATTACHE(E) DE DIRECTION bac + 2 or BTS GPME.Key ResponsibilitiesSupport the club in daily tasks and development projects.Assist the...

  • Tennis Club Administrative Assistant Internship

    il y a 2 semaines

    Montpellier, Occitanie, France Pigier Temps plein

    Description of the PositionPigier Performance Montpellier Millénaire, a prestigious business school, is recruiting for a tennis club, an Administrative Assistant in an internship program, as part of a 24-month formation ATTACHE(E) DE DIRECTION bac + 2 or BTS GPME.Key ResponsibilitiesSupport the club in daily tasks and development projects.Assist the...

  • Assistant Administrative Tennis Club Internship

    il y a 2 semaines

    Montpellier, Occitanie, France Pigier Temps plein

    Description of the PositionPigier Performance Montpellier Millénaire, a prestigious business school, is recruiting for a tennis club, an Administrative Assistant in an internship program, as part of a 24-month formation ATTACHE(E) DE DIRECTION bac + 2 or BTS GPME.Key ResponsibilitiesSupport the club in daily tasks and development projects.Assist the...

  • Internship Research

    Il y a 3 mois

    Montpellier, France Inria Temps plein

    Le 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...

  • Commercial Property Transaction Specialist in Training

    il y a 1 semaine

    Montpellier, Occitanie, France IPAC Bachelor Factory Temps plein

    **About IPAC Bachelor Factory**We are a leading enterprise in the immobilière sector, dedicated to providing exceptional services to our clients. As a Commercial Property Transaction Specialist in Training, you will have the opportunity to develop your skills in negotiation and project management while working on real-world projects.**Job Summary**We are...

  • Développeur Spécialisé en Traitement d'Images Satellitaires

    il y a 4 semaines

    Montpellier, Occitanie, France Synapse Informatique Temps plein

    Synapse Informatique recherche un développeur talentueux pour contribuer à la conception et au développement de solutions innovantes basées sur l'analyse d'images satellitaires. Notre équipe travaille sur des projets clés dans le domaine de la gestion des ressources en eau, utilisant les données issues de satellites pour améliorer la surveillance...

  • Développeur Spécialisé en Traitement d'Images Satellitaires

    il y a 2 semaines

    Montpellier, Occitanie, France Synapse Informatique Temps plein

    Synapse Informatique recherche un développeur talentueux pour contribuer à la conception et au développement de solutions innovantes basées sur l'analyse d'images satellitaires. Notre équipe travaille sur des projets clés dans le domaine de la gestion des ressources en eau, utilisant les données issues de satellites pour améliorer la surveillance...

  • Real Estate Management Internship

    il y a 3 semaines

    Montpellier, Occitanie, France Pigier Temps plein

    Pigier is seeking a motivated and organized individual to join our team as a Real Estate Management Intern. This exciting opportunity will allow you to gain valuable experience in the dynamic world of real estate while pursuing your Bachelor's degree in Real Estate Professions. As an intern, you will be responsible for a variety of tasks, including: ...

  • Monteur de réseaux électriques aéro-souterrains en alternance

    il y a 1 semaine

    Montpellier, Occitanie, France CITEL Temps plein

    Mission Objectives- Conduct construction and maintenance work on existing or new electrical lines, both aerial and underground, as well as install public lighting.- Lay underground cables: pull cables, perform grounding, and earth connections.- Install aerial cables (poles).- Perform equipment electrical connections (enclosures, transformer posts,...

  • Visual Content Creator

    il y a 3 semaines

    Montpellier, Occitanie, France Studio M Temps plein

    Internship Opportunity at Studio MStudio M is seeking a talented and creative individual to join our team as an intern for the Festival Printival Boby Lapointe. If you have a passion for photography and video editing, and a knack for innovation and attention to detail, this position is perfect for you.Capture high-quality images during the festival,...

  • Software Development Engineer in Embedded Systems

    il y a 2 semaines

    Montpellier, Occitanie, France SERMA Ingénierie Temps plein

    Job Description:SERMA Ingénierie is a specialized engineering office that develops embedded equipment for high-constraint sectors (aeronautics, railways, maritime, etc.). Our team of 20 people develops products from client specifications to series production. The developed equipment includes external cameras for helicopters, flight control commands, shock...

  • QA Tester

    Il y a 4 mois

    Montpellier, France Plug In Digital Temps plein

    Internship 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...