04.10.2024

MCML at MICCAI 2024

26 Accepted Papers (9 Main, and 17 Workshops)

We are happy to announce that MCML researchers have contributed a total of 26 papers to MICCAI 2024: 9 Main, and 17 Workshop papers. Congrats to our researchers!

Main Track (9 papers)

A. H. Berger • L. Lux • N. Stucki • V. Bürgin • S. Shit • A. Banaszaka • D. Rückert • U. Bauer • J. C. Paetzold
Topologically faithful multi-class segmentation in medical images.
MICCAI 2024 - 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI

M. Domínguez • Y. Velikova • N. Navab • M. F. Azampour
Diffusion as Sound Propagation: Physics-Inspired Model for Ultrasound Image Generation.
MICCAI 2024 - 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI GitHub

S. M. Fischer • L. Felsner • R. Osuala • J. Kiechle • D. M. Lang • J. C. Peeken • J. A. Schnabel
Progressive Growing of Patch Size: Resource-Efficient Curriculum Learning for Dense Prediction Tasks.
MICCAI 2024 - 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI GitHub

Y. Li • I. Yakushev • D. M. Hedderich • C. Wachinger
PASTA: Pathology-Aware MRI to PET Cross-Modal Translation with Diffusion Models.
MICCAI 2024 - 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI GitHub

E. Özsoy • C. Pellegrini • M. Keicher • N. Navab
ORacle: Large Vision-Language Models for Knowledge-Guided Holistic OR Domain Modeling.
MICCAI 2024 - 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. Main Conference Best Paper Runner-up. DOI GitHub

A. Reithmeir • L. Felsner • R. Braren • J. A. Schnabel • V. A. Zimmer
Data-Driven Tissue- and Subject-Specific Elastic Regularization for Medical Image Registration.
MICCAI 2024 - 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI GitHub

T. Su • J. Li • X. Zhang • H. Jin • H. Chen • Q. Wang • F. Lv • B. Zhao • Y. Hu
Design as Desired: Utilizing Visual Question Answering for Multimodal Pre-training.
MICCAI 2024 - 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI GitHub

O. Tmenova • Y. Velikova • M. Saleh • N. Navab
Deep Spectral Methods for Unsupervised Ultrasound Image Interpretation.
MICCAI 2024 - 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI

H. Zerouaoui • G. P. Oderinde • R. Lefdali • K. Echihabi • S. P. Akpulu • N. A. Agbon • A. S. Musa • Y. Yeganeh • A. Farshad • N. Navab
AMONuSeg: A Histological Dataset for African Multi-organ Nuclei Semantic Segmentation.
MICCAI 2024 - 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI GitHub

Workshops (17 papers)

A. Banaszak • A. H. Berger • L. Lux • S. Shit • D. Rückert • J. C. Paetzold
Supervised Contrastive Learning for Image-to-Graph Transformers.
GRAIL @MICCAI 2024 - 6th Workshop on GRaphs in biomedicAl Image anaLysis at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI

D. Bani-Harouni • N. Navab • M. Keicher
MAGDA: Multi-agent Guideline-Driven Diagnostic Assistance.
MedAGI @MICCAI 2024 - 2nd International Workshop on Foundation Models for General Medical AI at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI

D. Daum • R. Osuala • A. Riess • G. Kaissis • J. A. Schnabel • M. Di Folco
On Differentially Private 3D Medical Image Synthesis with Controllable Latent Diffusion Models.
DGM4 @MICCAI 2024 - 4th International Workshop on Deep Generative Models at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI GitHub

F. Dülmer • W. Simson • M. F. Azampour • M. Wysocki • A. Karlas • N. Navab
PHOCUS: Physics-Based Deconvolution for Ultrasound Resolution Enhancement.
ASMUS @MICCAI 2024 - 5th International Workshop on Advances in Simplifying Medical Ultrasound at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. ASMUS @MICCAI 2024 Best Paper Award. DOI

F. De Benetti • Y. Yaganeh • C. Belka • S. Corradini • N. Navab • C. Kurz • G. Landry • S. Albarqouni • T. Wendler
CloverNet – Leveraging Planning Annotations for Enhanced Procedural MR Segmentation: An Application to Adaptive Radiation Therapy.
CLIP @MICCAI 2024 - 13th International Workshop on Clinical Image-Based Procedures at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. CLIP @MICCAI 2024 Best Paper Award. DOI

M. Fischer • P. Neher • T. Wald • S. Dias Almeida • S. Xiao • P. J. Schüffler • R. Braren • M. Götz • A. Muckenhuber • J. Kleesiek • M. Nolden • K. Maier-Hein
Learned Image Compression for HE-Stained Histopathological Images via Stain Deconvolution.
MOVI @MICCAI 2024 - 2nd International Workshop on Medical Optical Imaging and Virtual Microscopy Image Analysis at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI GitHub

D. Grzech • L. Le Folgoc • M. F. Azampour • A. Vlontzos • B. Glocker • N. Navab • J. A. Schnabel • B. Kainz
Unsupervised Similarity Learning for Image Registration with Energy-Based Models.
WBIR @MICCAI 2024 - 11th International Workshop on Biomedical Image Registration at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI

B. Jian • J. Pan • M. Ghahremani • D. Rückert • C. Wachinger • B. Wiestler
Mamba? Catch The Hype Or Rethink What Really Helps for Image Registration.
WBIR @MICCAI 2024 - 11th International Workshop on Biomedical Image Registration at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI

Ç. Köksal • G. Ghazaei • F. Holm • A. Farshad • N. Navab
SANGRIA: Surgical Video Scene Graph Optimization for Surgical Workflow Prediction.
GRAIL @MICCAI 2024 - 6th Workshop on GRaphs in biomedicAl Image anaLysis at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. GRAIL @MICCAI 2024 Best Paper Award. DOI

J. Kiechle • D. M. Lang • S. M. Fischer • L. Felsner • J. C. Peeken • J. A. Schnabel
Graph Neural Networks: A Suitable Alternative to MLPs in Latent 3D Medical Image Classification?
GRAIL @MICCAI 2024 - 6th Workshop on GRaphs in biomedicAl Image anaLysis at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI URL

F. Kögl • A. Reithmeir • V. Sideri-Lampretsa • I. Machado • R. Braren • D. Rückert • J. A. Schnabel • V. A. Zimmer
General Vision Encoder Features as Guidance in Medical Image Registration.
WBIR @MICCAI 2024 - 11th International Workshop on Biomedical Image Registration at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI URL

L. Lux • A. H. Berger • M. Romeo-Tricas • M. J. Menten • D. Rückert • J. C. Paetzold
Exploring Graphs as Data Representation for Disease Classification in Ophthalmology.
GRAIL @MICCAI 2024 - 6th Workshop on GRaphs in biomedicAl Image anaLysis at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI URL

J. Li • S. H. Kim • P. Müller • L. Felsner • D. Rückert • B. Wiestler • J. A. Schnabel • C. I. Bercea
Language Models Meet Anomaly Detection for Better Interpretability and Generalizability.
MMMI @MICCAI 2024 - 5th International Workshop on Multiscale Multimodal Medical Imaging at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI GitHub

S. Lüpke • Y. Yeganeh • E. Adeli • N. Navab • A. Farshad
Physics-Informed Latent Diffusion for Multimodal Brain MRI Synthesis.
MMMI @MICCAI 2024 - 5th International Workshop on Multiscale Multimodal Medical Imaging at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI

R. Osuala • D. M. Lang • A. Riess • G. Kaissis • Z. Szafranowska • G. Skorupko • O. Diaz • J. A. Schnabel • K. Lekadir
Enhancing the Utility of Privacy-Preserving Cancer Classification Using Synthetic Data.
Deep-Breath @MICCAI 2024 - 1st Deep Breast Workshop on AI and Imaging for Diagnostic and Treatment Challenges in Breast Care at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI GitHub

A. Riess • A. Ziller • S. Kolek • D. Rückert • J. A. Schnabel • G. Kaissis
Complex-Valued Federated Learning with Differential Privacy and MRI Applications.
DeCaF @MICCAI 2024 - 5th Workshop on Distributed, Collaborative and Federated Learning at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. DOI

Y. Yeganeh • R. Lazuardi • A. Shamseddin • E. Dari • Y. Thirani • N. Navab • A. Farshad
VISAGE: Video Synthesis using Action Graphs for Surgery.
EARTH @MICCAI 2024 - Workshop on Embodied AI and Robotics for HealTHcare at the 27th International Conference on Medical Image Computing and Computer Assisted Intervention. Marrakesh, Morocco, Oct 06-10, 2024. EARTH @MICCAI 2024 Best Paper Award. DOI