Cosmin I. Bercea

Senior Researcher

Machine Learning | Medical Imaging

Rare Anomaly Detection

Technical University Munich

I am a postdoctoral researcher at the Technical University of Munich (TUM), working at the intersection of machine learning and medical imaging. I develop generative and multimodal models for detecting and reasoning about previously unseen anomalies to support the identification of rare and early-stage diseases.

Talks & Highlights

Selected Projects

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Selected Publications

Discover our latest articles

Bercea CI, Wiestler B, Rueckert D, Schnabel JA. "Reversing the abnormal: Pseudo-healthy generative networks for anomaly detection." In International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023.

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Code

Bercea CI, Wiestler B, Rueckert D, Schnabel JA. "Generalizing Unsupervised Anomaly Detection: Towards Unbiased Pathology Screening". In Medical Imaging with Deep Learning (MIDL), 2023.

Bercea CI, Wiestler B, Rueckert D, Albarqouni S. "Federated disentangled representation learning for unsupervised brain anomaly detection". In Nature Machine Intelligence, 2022.

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Video

Poster

Bercea CI, Wiestler B, Rueckert D, Schnabel JA. "Diffusion Models with Implicit Guidance for Medical Anomaly Detection". In International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024.

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