Cargando…

Denoising diffusion probabilistic models for 3D medical image generation

Recent advances in computer vision have shown promising results in image generation. Diffusion probabilistic models have generated realistic images from textual input, as demonstrated by DALL-E 2, Imagen, and Stable Diffusion. However, their use in medicine, where imaging data typically comprises th...

Descripción completa

Detalles Bibliográficos
Autores principales:	Khader, Firas, Müller-Franzes, Gustav, Tayebi Arasteh, Soroosh, Han, Tianyu, Haarburger, Christoph, Schulze-Hagen, Maximilian, Schad, Philipp, Engelhardt, Sandy, Baeßler, Bettina, Foersch, Sebastian, Stegmaier, Johannes, Kuhl, Christiane, Nebelung, Sven, Kather, Jakob Nikolas, Truhn, Daniel
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2023
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10163245/ https://www.ncbi.nlm.nih.gov/pubmed/37147413 http://dx.doi.org/10.1038/s41598-023-34341-2

Ejemplares similares

A multimodal comparison of latent denoising diffusion probabilistic models and generative adversarial networks for medical image synthesis
por: Müller-Franzes, Gustav, et al.
Publicado: (2023)

Medical transformer for multimodal survival prediction in intensive care: integration of imaging and non-imaging data
por: Khader, Firas, et al.
Publicado: (2023)

Collaborative training of medical artificial intelligence models with non-uniform labels
por: Tayebi Arasteh, Soroosh, et al.
Publicado: (2023)

Fibroglandular tissue segmentation in breast MRI using vision transformers: a multi-institutional evaluation
por: Müller-Franzes, Gustav, et al.
Publicado: (2023)

Reliability as a Precondition for Trust—Segmentation Reliability Analysis of Radiomic Features Improves Survival Prediction
por: Müller-Franzes, Gustav, et al.
Publicado: (2022)

Radiomics feature reproducibility under inter-rater variability in segmentations of CT images
por: Haarburger, Christoph, et al.
Publicado: (2020)

Author Correction: Radiomics feature reproducibility under inter-rater variability in segmentations of CT images
por: Haarburger, Christoph, et al.
Publicado: (2021)

Fast, Accurate, and Robust T2 Mapping of Articular Cartilage by Neural Networks
por: Müller-Franzes, Gustav, et al.
Publicado: (2022)

Medical domain knowledge in domain-agnostic generative AI
por: Kather, Jakob Nikolas, et al.
Publicado: (2022)

Advancing diagnostic performance and clinical usability of neural networks via adversarial training and dual batch normalization
por: Han, Tianyu, et al.
Publicado: (2021)

Breaking medical data sharing boundaries by using synthesized radiographs
por: Han, Tianyu, et al.
Publicado: (2020)

Multiphase CT-based prediction of Child-Pugh classification: a machine learning approach
por: Thüring, Johannes, et al.
Publicado: (2020)

A pilot study on the efficacy of GPT-4 in providing orthopedic treatment recommendations from MRI reports
por: Truhn, Daniel, et al.
Publicado: (2023)

A Radiomics Approach to Predict the Emergence of New Hepatocellular Carcinoma in Computed Tomography for High-Risk Patients with Liver Cirrhosis
por: Tietz, Eric, et al.
Publicado: (2021)

mbDenoise: microbiome data denoising using zero-inflated probabilistic principal components analysis
por: Zeng, Yanyan, et al.
Publicado: (2022)

Correction to: An MRI‑compatible varus–valgus loading device for whole‑knee joint functionality assessment based on compartmental compression: a proof‑of‑concept study
por: Said, Oliver, et al.
Publicado: (2021)

An MRI-compatible varus–valgus loading device for whole-knee joint functionality assessment based on compartmental compression: a proof-of-concept study
por: Said, Oliver, et al.
Publicado: (2020)

The EM Method in a Probabilistic Wavelet-Based MRI Denoising
por: Martin-Fernandez, Marcos, et al.
Publicado: (2015)

Author Correction: mbDenoise: microbiome data denoising using zero-inflated probabilistic principal components analysis
por: Zeng, Yanyan, et al.
Publicado: (2023)

In–Situ Cartilage Functionality Assessment Based on Advanced MRI Techniques and Precise Compartmental Knee Joint Loading through Varus and Valgus Stress
por: Said, Oliver, et al.
Publicado: (2021)

Seeing Beyond Morphology-Standardized Stress MRI to Assess Human Knee Joint Instability
por: Winkelmeyer, Eva-Maria, et al.
Publicado: (2021)

Comprehensive Assessment of Medial Knee Joint Instability by Valgus Stress MRI
por: Ciba, Malin, et al.
Publicado: (2021)

The effect of speech pathology on automatic speaker verification: a large-scale study
por: Tayebi Arasteh, Soroosh, et al.
Publicado: (2023)

Low-Cost Probabilistic 3D Denoising with Applications for Ultra-Low-Radiation Computed Tomography
por: Horenko, Illia, et al.
Publicado: (2022)

2D medical image synthesis using transformer-based denoising diffusion probabilistic model
por: Pan, Shaoyan, et al.
Publicado: (2023)

Multiparametric MRI and Computational Modelling in the Assessment of Human Articular Cartilage Properties: A Comprehensive Approach
por: Thüring, J., et al.
Publicado: (2018)

Automated segmentation of 3D cine cardiovascular magnetic resonance imaging
por: Tayebi Arasteh, Soroosh, et al.
Publicado: (2023)

Detection of Early-Stage Degeneration in Human Articular Cartilage by Multiparametric MR Imaging Mapping of Tissue Functionality
por: Nebelung, Sven, et al.
Publicado: (2019)

Getting Cartilage Thickness Measurements Right: A Systematic Inter-Method Comparison Using MRI Data from the Osteoarthritis Initiative
por: Nolte, Teresa, et al.
Publicado: (2023)

Adversarial attacks and adversarial robustness in computational pathology
por: Ghaffari Laleh, Narmin, et al.
Publicado: (2022)

Direct prediction of genetic aberrations from pathology images in gastric cancer with swarm learning
por: Saldanha, Oliver Lester, et al.
Publicado: (2022)

Longitudinal T2 Mapping and Texture Feature Analysis in the Detection and Monitoring of Experimental Post-Traumatic Cartilage Degeneration
por: Huppertz, Marc Sebastian, et al.
Publicado: (2021)

Artificial intelligence-based automatic assessment of lower limb torsion on MRI
por: Schock, Justus, et al.
Publicado: (2021)

Polyphonic sonification of electrocardiography signals for diagnosis of cardiac pathologies
por: Kather, Jakob Nikolas, et al.
Publicado: (2017)

Towards Patient-Specific Computational Modelling of Articular Cartilage on the Basis of Advanced Multiparametric MRI Techniques
por: Linka, Kevin, et al.
Publicado: (2019)

Adversarial Gaussian Denoiser for Multiple-Level Image Denoising
por: Khan, Aamir, et al.
Publicado: (2021)

A serial multiparametric quantitative magnetic resonance imaging study to assess proteoglycan depletion of human articular cartilage and its effects on functionality
por: Hafner, Tobias, et al.
Publicado: (2020)

Functional MRI Mapping of Human Meniscus Functionality and its Relation to Degeneration
por: Nebelung, Sven, et al.
Publicado: (2020)

Varus stress MRI in the refined assessment of the posterolateral corner of the knee joint
por: Ciba, Malin, et al.
Publicado: (2022)

New Colors for Histology: Optimized Bivariate Color Maps Increase Perceptual Contrast in Histological Images
por: Kather, Jakob Nikolas, et al.
Publicado: (2015)

Cannot write session to /tmp/vufind_sessions/sess_t0aru88sufcjblgtgv41048h2t