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Johanna P. Müller
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Many tasks make light work: Learning to localise medical anomalies from multiple synthetic tasks
M Baugh, J Tan, JP Müller, M Dombrowski, J Batten, B Kainz
International Conference on Medical Image Computing and Computer-Assisted …, 2023
62023
Zero-shot anomaly detection with pre-trained segmentation models
M Baugh, J Batten, JP Müller, B Kainz
arXiv preprint arXiv:2306.09269, 2023
52023
Confidence-Aware and Self-supervised Image Anomaly Localisation
J P. Müller, M Baugh, J Tan, M Dombrowski, B Kainz
International Workshop on Uncertainty for Safe Utilization of Machine …, 2023
32023
nnOOD: A framework for benchmarking self-supervised anomaly localisation methods
M Baugh, J Tan, A Vlontzos, JP Müller, B Kainz
International Workshop on Uncertainty for Safe Utilization of Machine …, 2022
32022
Trade-offs in fine-tuned diffusion models between accuracy and interpretability
M Dombrowski, H Reynaud, JP Müller, M Baugh, B Kainz
Proceedings of the AAAI Conference on Artificial Intelligence 38 (19), 21037 …, 2024
22024
Adnexal mass segmentation with ultrasound data synthesis
C Lebbos, J Barcroft, J Tan, J Müller, M Baugh, A Vlontzos, S Saso, ...
International Workshop on Advances in Simplifying Medical Ultrasound, 106-116, 2022
22022
Whole Slide Multiple Instance Learning for Predicting Axillary Lymph Node Metastasis
G Shkëmbi, JP Müller, Z Li, K Breininger, P Schüffler, B Kainz
MICCAI Workshop on Data Engineering in Medical Imaging, 11-20, 2023
12023
Pay attention: accuracy versus interpretability trade-off in fine-tuned diffusion models
M Dombrowski, H Reynaud, JP Muller, M Baugh, B Kainz
CoRR, 2023
12023
Resource-Efficient Medical Image Analysis with Self-adapting Forward-Forward Networks
JP Müller, B Kainz
International Workshop on Machine Learning in Medical Imaging, 180-190, 2024
2024
Image-Conditioned Diffusion Models for Medical Anomaly Detection
M Baugh, H Reynaud, SN Marimont, S Cechnicka, JP Müller, G Tarroni, ...
International Workshop on Uncertainty for Safe Utilization of Machine …, 2024
2024
Uncertainty-Aware Vision Transformers for Medical Image Analysis
FX Erick, M Rezaei, JP Müller, B Kainz
International Workshop on Uncertainty for Safe Utilization of Machine …, 2024
2024
Automatic Segmentation of Lymphatic Perfusion in Patients with Congenital Single Ventricle Defects
M Stegmaier, JP Müller, C Schröder, T Day, M Cuomo, O Dewald, ...
BVM Workshop, 255-260, 2024
2024
Stochastic Vision Transformers with Wasserstein Distance-Aware Attention
F Xaverius Erick, M Rezaei, JP Müller, B Kainz
arXiv e-prints, arXiv: 2311.18645, 2023
2023
Simplifying Medical Ultrasound: 4th International Workshop, ASMUS 2023, Held in Conjunction with MICCAI 2023, Vancouver, BC, Canada, October 8, 2023, Proceedings
B Kainz, A Noble, J Schnabel, B Khanal, JP Müller, T Day
Springer Nature, 2023
2023
Learnable Slice-to-volume Reconstruction for Motion Compensation in Fetal Magnetic Resonance Imaging
C Jehn, JP Müller, B Kainz
BVM Workshop, 25-31, 2023
2023
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