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Cosmin I. Bercea

Federated disentangled representation learning for unsupervised brain anomaly detection
2022 · Cosmin I. Bercea, Benedikt Wiestler, et al. · Nature Machine Intelligence · 130
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Does DINOv3 Set a New Medical Vision Standard? Benchmarking 2D and 3D Classification, Segmentation, and Registration
2025 · Liu, Che, Chen, Yinda, et al. · arXiv (Cornell University) · 43
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Diffusion Models with Implicit Guidance for Medical Anomaly Detection
2024 · Cosmin I. Bercea, Benedikt Wiestler, et al. · Lecture notes in computer science · 35
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Mask, Stitch, and Re-Sample: Enhancing Robustness and Generalizability in Anomaly Detection through Automatic Diffusion Models
2023 · Bercea, Cosmin I., Neumayr, Michael, et al. · arXiv (Cornell University) · 32
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Reversing the Abnormal: Pseudo-Healthy Generative Networks for Anomaly Detection
2023 · Cosmin I. Bercea, Benedikt Wiestler, et al. · Lecture notes in computer science · 30
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Evaluating normative representation learning in generative AI for robust anomaly detection in brain imaging
2025 · Cosmin I. Bercea, Benedikt Wiestler, et al. · Nature Communications · 27
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Denoising Diffusion Models for 3D Healthy Brain Tissue Inpainting
2024 · Alicia Durrer, Julia Wolleb, et al. · Lecture notes in computer science · 26
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What Do AEs Learn? Challenging Common Assumptions in Unsupervised Anomaly Detection
2023 · Cosmin I. Bercea, Daniel Rueckert, et al. · Lecture notes in computer science · 17
FMBench: Benchmarking Fairness in Multimodal Large Language Models on Medical Tasks
2024 · Wu, Peiran, Liu, Che, et al. · arXiv (Cornell University) · 16
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Language Models Meet Anomaly Detection for Better Interpretability and Generalizability
2025 · Jun Li, Su Hwan Kim, et al. · Lecture notes in computer science · 10
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MedEdit: Counterfactual Diffusion-Based Image Editing on Brain MRI
2024 · Malek Ben Alaya, Daniel M. Lang, et al. · Lecture notes in computer science · 9
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Denoising Diffusion Models for Anomaly Localization in Medical Images
2025 · Cosmin I. Bercea, Philippe C. Cattin, et al. · The Journal of Machine Learning for Biomedical Imaging · 8
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Towards Universal Unsupervised Anomaly Detection in Medical Imaging
2024 · Bercea, Cosmin I., Wiestler, Benedikt, et al. · arXiv (Cornell University) · 8
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NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI
2025 · Bercea, Cosmin I., Li, Jun, et al. · arXiv (Cornell University) · 6
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SHAMANN: Shared Memory Augmented Neural Networks
2019 · Cosmin I. Bercea, Olivier Pauly, et al. · Lecture notes in computer science · 6
3D Masked Autoencoders with Application to Anomaly Detection in Non-Contrast Enhanced Breast MRI
2023 · Lang, Daniel M., Schwartz, Eli, et al. · arXiv (Cornell University) · 5
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Multispectral 3D Masked Autoencoders for Anomaly Detection in Non-Contrast Enhanced Breast MRI
2023 · Daniel M. Lang, Eli Schwartz, et al. · Lecture notes in computer science · 5
Bias in Unsupervised Anomaly Detection in Brain MRI
2023 · Cosmin I. Bercea, Esther Puyol-Antón, et al. · Lecture notes in computer science · 5
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What do we learn? Debunking the Myth of Unsupervised Outlier Detection
2022 · Bercea, Cosmin I., Rueckert, Daniel, et al. · arXiv (Cornell University) · 5
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Confidence-aware Levenberg-Marquardt optimization for joint motion estimation and super-resolution
2016 · Cosmin Bercea, Andreas Maier, et al. · Proceedings - International Conference on Image Processing · 5
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NOVA: A Benchmark for Rare Anomaly Localization and Clinical Reasoning in Brain MRI
2025 · Cosmin Bercea, Jun Li, et al. · neural information processing systems · 4
Diffusion Models for Unsupervised Anomaly Detection in Fetal Brain Ultrasound
2024 · Hanna Mykula, Lisa Gasser, et al. · Lecture notes in computer science · 4
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Interpretable Representation Learning of Cardiac MRI via Attribute Regularization
2024 · Maxime Di Folco, Cosmin I. Bercea, et al. · Lecture notes in computer science · 3
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Enhancing Abnormality Grounding for Vision Language Models with Knowledge Descriptions
2025 · Li, Jun, Liu, Che, et al. · arXiv (Cornell University) · 2
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Unsupervised Analysis of Alzheimer’s Disease Signatures Using 3D Deformable Autoencoders
2025 · Mehmet Yigit Avci, Emily Chan, et al. · Communications in computer and information science · 2
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Works count: 46
Citation count: 448
H-index: 10
I10-index: 10
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