Phd Student

vor 2 Wochen


Berlin, Deutschland Charité - Universitätsmedizin Berlin Vollzeit

**PhD Position on **#AI** **and coronary CT in **#BIOQIC** **research trainining group of the **Deutsche Forschungsgemeinschaft (DFG) - German Research Foundation** **located at **Charité** **in Berlin.**

The Project is entitled ‘Developing Multitask and Multimodality Deep Learning Methods for Automated and Quantitative Image Assessmentof Coronary Artery Plaques’ Supervision will be provided by a multidisciplinary team: Marc Dewey, Co-PI: Wojciech Samek, Associate PIs: Sebastian Stober and Marc Kachelriess

**Hypothesis**: A multitask and multimodality DL model will be developed and applied to existing non
- contrast CT and CTA data as a realistic representation of coronary artery plaque components.

**Tandem team**: Following the successful tandem team of a PhD and an MD/PhD student in the 2nd BIOQIC cohort, we envision that the same strategy for the 3rd BIOQIC cohort. The appointed PhD student will work closely together with the MD/PhD student (project ‘Combined Quantitative Assessment of Calcified and Noncalcified Coronary Plaques on CT for Improved Prediction of Clinical Events’).

**Methods**:
1) Registration of coronary plaques from existing non-contrast coronary CT and coronary CTA data of 1500 patients will be performed.

2) A multitask (coronary artery region and calcification segmentation) and multimodality (non
- contrast and CTA) DL model will be developed and tested for its clinical representation.

**Relevance**: This project addresses novel DL approaches (e.g., for automated segmentation and joint assessment of different plaque types) for improved multimodality coronary plaque assessment.

**Impact**: The methodological approaches described above will each have their own impact being: 1)

Facilitating accurate registration of different plaque imaging data and 2) Creating new approaches to multimodality (non-contrast CT and CTA) assessment of coronary artery plaques.

You may also contact Bernhard Föllmer (PhD student in the 2nd BIOQIC cohort) or contact Federico Biavati (MD/PhD in the 2nd BIOQIC cohort) at +4930450627309.

Art der Stelle: Vollzeit

Arbeitszeiten:

- Montag bis Freitag

Leistungen:

- Betriebliche Altersvorsorge
- Betriebliche Weiterbildung
- Gleitzeit
- Kostenloses oder Vergünstigtes Essen

Sonderzahlungen:

- Urlaubsgeld

Ausbildung:

- Master (Wünschenswert)

Sprache:

- English (Erforderlich)
- Deutsch (Wünschenswert)

Reisebereitschaft:

- 25 % (Wünschenswert)

Arbeitsort: Ein Arbeitsort

Bewerbungsfrist: 28.02.2023
Voraussichtliches Einstiegsdatum: 01.04.2023



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