Postdoc: AI-Driven 3D Vision for Endoscopy

EURAXESS Ireland; Clermont-Ferrand; Remote; EUR 42,000 - 54,000; Full time

Job summary

Clermont-Ferrand University Hospital in Clermont-Ferrand, France seeks a Postdoctoral Researcher to advance AI methods for endoscopic image analysis and 3D scene reconstruction. The role focuses on developing models, data strategies, and validating them in a clinical context within the AILE project.

The successful candidate will work within the DIA2M Department, collaborate with medical teams and industry partners, and contribute to scientific publications and project deliverables.

Qualifications

• PhD in Computer Science, AI, CV or related discipline.
• Experience with video-based machine learning and deep neural networks.
• Strong written and spoken English; English is working language for scientific activities.

Responsibilities

• Address theory and methods of image analysis and 3D vision for endoscopic images.
• Develop computational models for 3D representation of endoscopic scenes (inspired by surface meshes, NeRF, 3DGS).
• Reconstruct depth from real data images and apply to clinical problems.
• Contribute to scientific and technical deliverables within the AILE project.

Skills

Data science

Video analysis

Real-time AI

Medical image analysis

Deep learning

Data management

English language

Education

PhD in Computer Science or related field

Job description

Clermont-Ferrand University Hospital in Clermont-Ferrand, France seeks a Postdoctoral Researcher to advance AI methods for endoscopic image analysis and 3D scene reconstruction. The role focuses on developing models, data strategies, and validating them in a clinical context within the AILE project.

The successful candidate will work within the DIA2M Department, collaborate with medical teams and industry partners, and contribute to scientific publications and project deliverables.