This internship will focus on developing and validating both (1) acceleration/undersampling strategies paired with (2) deep learning reconstruction to recover high-quality contrast-enhanced MRI from a non-contrast image and a strongly accelerated, low SNR contrast-enhanced acquisition.

• Literature Review: Review contemporary literature in contrast synthesis, image-to-image translation, multi-contrast reconstruction, and accelerated MRI, with emphasis on methods combining multi-contrast inputs.
• Development and Integration: Design and implement deep learning models to recover diagnostic-grade contrast-enhanced images. Explore strategies to jointly optimize k-space acceleration and reconstruction quality.
• Data Processing and Evaluation: Develop pipelines for data harmonization, pre-processing, quantitative evaluation, and validation against reference fully sampled contrast-enhanced datasets.
• Collaboration: Work closely with medical imaging researchers and MRI physicists to refine model assumptions, evaluate reconstruction performance, and integrate findings into broader efforts on accelerated contrast-enhanced MRI.

Who We Are Chipiron is revolutionizing the medical imaging industry by developing light and easily deployable MRI machines powered by an ultra-sensitive quantum detection system. Our mission is to make MRI accessible to everyone, everywhere. We're a team of engineers based in the heart of Paris, and we have only one obsession: building things people want.

Our Culture

• Collaborative Decision-Making;
• High Standards and Autonomy: We maintain high expectations for our team members and offer complete autonomy, coupled with incentives tied to the company's success, fostering a culture of ownership and accountability;
• Value of Humility: We prioritize seeking the truth over being right;
• English-First International Team.