Stage - Mise en place d’un traitement temps-réel complet de détection d’objets sur caméra at Kitware

Lyon, Auvergne-Rhône-Alpes, France

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Not SpecifiedCompensation

InternshipExperience Level

InternshipJob Type

UnknownVisa

Technology, AI, RoboticsIndustries

Requirements

Niveau école d'ingénieur 4ème année minimum ou Master 2
Développement backend (python, C++)
Déploiement et conteneurisation (Docker)
Connaissances ROS2
Compétences appréciées : Connaissances en architecture de logiciel C++ (CMake)
À l’aise dans la communication en anglais à l’écrit et à l’oral
Compétences appréciées : Développement front-end (VueJS)
Compétences appréciées : Connaissances de base en ML et détection d’objets

Responsibilities

Interfaçant les routines python avec une application Python (VIAME/DIVE desktop, CMake)
Testant les routines d'entraînement IA sur des bases de données de détection pour différents domaines (écologie marine, médical, vidéosurveillance…) au format COCO
Interfaçant les routines python avec une application VueJS (DIVE Web, Docker)
Déployant les modèles temps réel (ONNX, ROS2)
Prise en main de l’outil AutoML existant pour application en écologie marine et santé
Tests et intégration du backend dans l’application bureau VIAME/DIVE
Intégration docker-isée du backend dans l’application Web DIVE
Export des algorithmes de détection (ONNX)
Création d’une application en temps réel (ROS2)

Skills

Key technologies and capabilities for this role

AutoMLDeep LearningObject DetectionLitDetDIVEROS2ONNXReal-time ProcessingWeb VisualizationUI/UXMachine LearningComputer Vision

Questions & Answers

Common questions about this position

What is the duration and location of this internship?

The internship lasts 6 months and will take place in Kitware's offices in Villeurbanne, France.

What programming languages will be used in this internship?

The developments will primarily be done in Python and C++.

What are the main tasks during this internship?

Tasks include interfacing Python routines with VIAME/DIVE desktop (CMake), testing IA training on COCO datasets, interfacing with DIVE Web (VueJS, Docker), deploying real-time models (ONNX, ROS2), and contributing to open-source technologies.

Is this position remote or office-based?

It is office-based in Kitware's offices in Villeurbanne, France, with no mention of remote work.

What is the team environment like for this internship?

The candidate will be directly integrated into the team of engineers and actively participate in application development using open-source technologies.

Kitware

Develops open-source software for scientific computing

About Kitware

Kitware develops software solutions for scientific and technical computing, focusing on high-performance computing, visualization, and data analysis. Their main products include ParaView, VTK, ITK, and CMake, which assist in large-scale data visualization, image analysis, and software building. These tools are open-source, allowing a community of users and developers to contribute to their improvement. Kitware differentiates itself by offering consulting services, custom software development, and support contracts, ensuring clients can effectively use their tools. The company's goal is to provide advanced software solutions that enhance data processing and visualization capabilities across various sectors, including medical imaging and geospatial analysis.

Town of Clifton Park, New YorkHeadquarters

1998Year Founded

$90.2MTotal Funding

GRANTCompany Stage

Data & Analytics, Consulting, Enterprise SoftwareIndustries

51-200Employees

Benefits

100% Employee Owned

Flexible Schedules

Generous PTO

comprehensive medical, dental and vision insurances

Flexible Spending Accounts

Disability and ADHD Insurance

401k

Immigration and Visa Processing

Referral Bonus

Tuition Reimbursement

Computer Hardware Allowance

Risks

Increased competition from other open-source companies may impact Kitware's market share.

Rapid AI advancements require significant R&D investment to maintain competitiveness.

Reliance on government contracts exposes Kitware to funding priority changes.

Differentiation

Kitware specializes in open-source software for scientific and technical computing.

The company offers widely-used platforms like ParaView, VTK, ITK, and CMake.

Kitware fosters community-driven innovation through its open-source business model.

Upsides

Growing demand for open-source solutions boosts Kitware's market potential.

AI-driven data analysis tools create opportunities in medical imaging for Kitware.

Cloud-based computing services align with Kitware's scalable software offerings.

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