Denoising diffusion models for 3d healthy brain tissue inpainting

A Durrer, J Wolleb, F Bieder, P Friedrich… - MICCAI Workshop on …, 2024 - Springer
Monitoring diseases that affect the brain's structural integrity requires automated analysis of
magnetic resonance images, eg, for the evaluation of volumetric changes. However, many of …

ISLES'24: Improving final infarct prediction in ischemic stroke using multimodal imaging and clinical data

E de la Rosa, R Su, M Reyes, R Wiest… - arXiv preprint arXiv …, 2024 - arxiv.org
Accurate estimation of core (irreversibly damaged tissue) and penumbra (salvageable
tissue) volumes is essential for ischemic stroke treatment decisions. Perfusion CT, the …

Adapted nnU-Net: A Robust Baseline for Cross-Modality Synthesis and Medical Image Inpainting

A Longuefosse, EL Bot, BD De Senneville… - … Workshop on Simulation …, 2024 - Springer
In medical image synthesis, the development of robust and reliable baseline methods is
crucial due to the complexity and variability of existing techniques. Despite advances with …

Medical Vision Generalist: Unifying Medical Imaging Tasks in Context

S Ren, X Huang, X Li, J Xiao, J Mei, Z Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
This study presents Medical Vision Generalist (MVG), the first foundation model capable of
handling various medical imaging tasks--such as cross-modal synthesis, image …

GaNDLF-Synth: A Framework to Democratize Generative AI for (Bio) Medical Imaging

S Pati, S Mazurek, S Bakas - arXiv preprint arXiv:2410.00173, 2024 - arxiv.org
Generative Artificial Intelligence (GenAI) is a field of AI that creates new data samples from
existing ones. It utilizing deep learning to overcome the scarcity and regulatory constraints of …

Anatomically-Guided Inpainting for Local Synthesis of Normal Chest Radiographs

J Pedrosa, SC Pereira, J Silva, AM Mendonça… - MICCAI Workshop on …, 2024 - Springer
Chest radiography (CXR) is one of the most used medical imaging modalities. Nevertheless,
the interpretation of CXR images is time-consuming and subject to variability. As such …

Denoising Diffusion Models for Inpainting of Healthy Brain Tissue

A Durrer, PC Cattin, J Wolleb - arXiv preprint arXiv:2402.17307, 2024 - arxiv.org
This paper is a contribution to the" BraTS 2023 Local Synthesis of Healthy Brain Tissue via
Inpainting Challenge". The task of this challenge is to transform tumor tissue into healthy …

Brain Tumour Removing and Missing Modality Generation using 3D WDM

A Ferreira, G Luijten, B Puladi, J Kleesiek… - arXiv preprint arXiv …, 2024 - arxiv.org
This paper presents the second-placed solution for task 8 and the participation solution for
task 7 of BraTS 2024. The adoption of automated brain analysis algorithms to support …

Advancing Brain Tumor Inpainting with Generative Models

R Zhu, X Zhang, H Pang, C Xu, C Ye - arXiv preprint arXiv:2402.01509, 2024 - arxiv.org
Synthesizing healthy brain scans from diseased brain scans offers a potential solution to
address the limitations of general-purpose algorithms, such as tissue segmentation and …

[PDF][PDF] Incremento en el Rendimiento de Modelos de Segmentación de Imágenes

IG Valverde, ÁMGPE Clhebus - brain, 2024 - oa.upm.es
Brain metastases are secondary brain tumors that originate from cancers in other parts of the
body. They are a common and serious complication of cancer, affecting about 10%-30% of …