Brain Imaging Generation with Latent Diffusion Models

15 September 2022

Sebastien Ourselin

Papers citing "Brain Imaging Generation with Latent Diffusion Models"

42 / 42 papers shown

Title
Metrics that matter: Evaluating image quality metrics for medical image generation Yash Deo Yan Jia T. Lassila William A. P. Smith T. Lawton Siyuan Kang Alejandro F. Frangi Ibrahim Habli 41 0 0 12 May 2025
Regression is all you need for medical image translation Sebastian Rassmann David Kügler Christian Ewert Martin Reuter DiffM MedIm 162 0 0 04 May 2025
Anatomical Similarity as a New Metric to Evaluate Brain Generative Models Bahram Jafrasteh Wei Peng Cheng Wan Yimin Luo Ehsan Adeli Qingyu Zhao DiffM MedIm 62 0 0 30 Apr 2025
AI Alignment in Medical Imaging: Unveiling Hidden Biases Through Counterfactual Analysis Haroui Ma Francesco Quinzan Theresa Willem Stefan Bauer 76 0 0 28 Apr 2025
Causal Disentanglement for Robust Long-tail Medical Image Generation Weizhi Nie Zichun Zhang Weijie Wang Bruno Lepri Anan Liu Nicu Seb DiffM MedIm OOD CML 41 0 0 20 Apr 2025
Deep Generative Model-Based Generation of Synthetic Individual-Specific Brain MRI Segmentations Ruijie Wang Luca Rossetto Susan Mérillat Christina Röcke Mike Martin Abraham Bernstein DiffM MedIm 54 0 0 15 Apr 2025
A Review on Generative AI For Text-To-Image and Image-To-Image Generation and Implications To Scientific Images Zineb Sordo Eric Chagnon Daniela Ushizima EGVM MedIm 66 1 0 28 Feb 2025
PoGDiff: Product-of-Gaussians Diffusion Models for Imbalanced Text-to-Image Generation Ziyan Wang Sizhe Wei Xiaoming Huo Hao Wang DiffM 102 0 0 20 Feb 2025
MedDiff-FM: A Diffusion-based Foundation Model for Versatile Medical Image Applications Yongrui Yu Yannian Gu S. Zhang Xiaofan Zhang MedIm 38 2 0 20 Oct 2024
Towards the Discovery of Down Syndrome Brain Biomarkers Using Generative Models Jordi Malé Juan Fortea Mateus Rozalem Aranha Yann Heuzé Neus Martínez-Abadías Xavier Sevillano DiffM 24 1 0 20 Sep 2024
On Differentially Private 3D Medical Image Synthesis with Controllable Latent Diffusion Models Deniz Daum Richard Osuala Anneliese Riess Georgios Kaissis Julia A. Schnabel Maxime Di Folco MedIm 53 0 0 23 Jul 2024
Surgical Text-to-Image Generation C. Nwoye Rupak Bose K. Elgohary Lorenzo Arboit Giorgio Carlino Joël L. Lavanchy Pietro Mascagni N. Padoy MedIm 55 3 0 12 Jul 2024
Bayesian Power Steering: An Effective Approach for Domain Adaptation of Diffusion Models Ding Huang Ting Li Jian Huang DiffM 39 1 0 06 Jun 2024
Enhancing Spatiotemporal Disease Progression Models via Latent Diffusion and Prior Knowledge Lemuel Puglisi Daniel C. Alexander Daniele Ravi MedIm 25 10 0 06 May 2024
Zero-Shot Medical Phrase Grounding with Off-the-shelf Diffusion Models Konstantinos Vilouras Pedro Sanchez Alison Q. OÑeil Sotirios A. Tsaftaris MedIm 39 2 0 19 Apr 2024
Generative Enhancement for 3D Medical Images Lingting Zhu Noel Codella Dongdong Chen Zhenchao Jin Lu Yuan Lequan Yu DiffM MedIm 42 10 0 19 Mar 2024
Data Augmentation in Human-Centric Vision Wentao Jiang Yige Zhang Shaozhong Zheng Si Liu Shuicheng Yan 38 1 0 13 Mar 2024
Advancing Text-Driven Chest X-Ray Generation with Policy-Based Reinforcement Learning Woojung Han Chanyoung Kim Dayun Ju Yumin Shim Seong Jae Hwang MedIm 22 8 0 11 Mar 2024
SynthBrainGrow: Synthetic Diffusion Brain Aging for Longitudinal MRI Data Generation in Young People Anna Zapaishchykova Benjamin H. Kann Divyanshu Tak Z. Ye Daphne A. Haas-Kogan Hugo J. W. L. Aerts 28 0 0 22 Feb 2024
From Pampas to Pixels: Fine-Tuning Diffusion Models for Gaúcho Heritage Marcellus Amadeus William Alberto Cruz Castañeda A. F. Zanella F. Mahlow 19 3 0 10 Jan 2024
FitDiff: Robust monocular 3D facial shape and reflectance estimation using Diffusion Models Stathis Galanakis Alexandros Lattas Stylianos Moschoglou S. Zafeiriou 25 2 0 07 Dec 2023
Navigating the Synthetic Realm: Harnessing Diffusion-based Models for Laparoscopic Text-to-Image Generation Simeon Allmendinger Patrick Hemmer Moritz Queisner Igor Sauer Leopold Muller Johannes Jakubik Michael Vossing Niklas Kühl MedIm 21 6 0 05 Dec 2023
A 3D generative model of pathological multi-modal MR images and segmentations Virginia Fernandez W. H. Pinaya Pedro Borges M. Graham Tom Kamiel Magda Vercauteren M. Jorge Cardoso MedIm 18 6 0 08 Nov 2023
Three-dimensional Bone Image Synthesis with Generative Adversarial Networks Christoph Angermann Johannes Bereiter-Payr Kerstin Stock Markus Haltmeier Gerald Degenhart MedIm 30 1 0 26 Oct 2023
Score-Based Generative Models for PET Image Reconstruction I. Singh Alexander Denker Riccardo Barbano vZeljko Kereta Bangti Jin K. Thielemans Peter Maass Simon Arridge DiffM MedIm 21 16 0 27 Aug 2023
Make-A-Volume: Leveraging Latent Diffusion Models for Cross-Modality 3D Brain MRI Synthesis Lingting Zhu Zeyue Xue Zhenchao Jin Xian Liu Jingzhen He Ziwei Liu Lequan Yu DiffM MedIm 21 33 0 19 Jul 2023
Incomplete Multi-view Clustering via Diffusion Completion Sifan Fang DiffM 16 4 0 19 May 2023
Multi-Level Global Context Cross Consistency Model for Semi-Supervised Ultrasound Image Segmentation with Diffusion Model Fenghe Tang Jianrui Ding Lingtao Wang Min Xian C. Ning DiffM MedIm 28 12 0 16 May 2023
Diffusion Dataset Generation: Towards Closing the Sim2Real Gap for Pedestrian Detection A. Farley Mohsen Zand Michael A. Greenspan DiffM 21 1 0 16 May 2023
Trade-offs in Fine-tuned Diffusion Models Between Accuracy and Interpretability Mischa Dombrowski Hadrien Reynaud Johanna P. Müller Matthew Baugh Bernhard Kainz MedIm 22 6 0 31 Mar 2023
Medical diffusion on a budget: textual inversion for medical image generation B. D. Wilde A. Saha R. T. Broek Henkjan Huisman DiffM MedIm 34 15 0 23 Mar 2023
Unpaired Translation from Semantic Label Maps to Images by Leveraging Domain-Specific Simulations Lin Zhang Tiziano Portenier O. Goksel MedIm 20 1 0 21 Feb 2023
Extracting Training Data from Diffusion Models Nicholas Carlini Jamie Hayes Milad Nasr Matthew Jagielski Vikash Sehwag Florian Tramèr Borja Balle Daphne Ippolito Eric Wallace DiffM 63 569 0 30 Jan 2023
SADM: Sequence-Aware Diffusion Model for Longitudinal Medical Image Generation Jee Seok Yoon Chenghao Zhang Heung-Il Suk Jia Guo Xiaoxia Li DiffM MedIm 14 38 0 16 Dec 2022
Diffusion Probabilistic Models beat GANs on Medical Images Gustav Muller-Franzes J. Niehues Firas Khader Soroosh Tayebi Arasteh Christoph Haarburger ... Tian Wang T. Han S. Nebelung Jakob Nikolas Kather Daniel Truhn DiffM MedIm 22 88 0 14 Dec 2022
Improving dermatology classifiers across populations using images generated by large diffusion models Luke Sagers James A. Diao Matthew Groh Pranav Rajpurkar A. Adamson Arjun K. Manrai DiffM MedIm 22 31 0 23 Nov 2022
Diffusion Models for Medical Image Analysis: A Comprehensive Survey A. Kazerouni Ehsan Khodapanah Aghdam Moein Heidari Reza Azad Mohsen Fayyaz I. Hacihaliloglu Dorit Merhof DiffM MedIm 40 357 0 14 Nov 2022
Spot the fake lungs: Generating Synthetic Medical Images using Neural Diffusion Models Hazrat Ali Shafaq Murad Zubair Shah DiffM MedIm 27 50 0 02 Nov 2022
Efficient Diffusion Models for Vision: A Survey Anwaar Ulhaq Naveed Akhtar MedIm 32 60 0 07 Oct 2022
Unsupervised Medical Image Translation with Adversarial Diffusion Models Muzaffer Özbey Onat Dalmaz S. Dar H. Bedel cSaban Ozturk Alper Gungor Tolga cCukur DiffM MedIm 30 275 0 17 Jul 2022
Generative Aging of Brain Images with Diffeomorphic Registration Jingru Fu A. Tzortzakakis J. Barroso E. Westman D. Ferreira R. Moreno MedIm 32 8 0 31 May 2022
Synthetic Data: Opening the data floodgates to enable faster, more directed development of machine learning methods James Jordon A. Wilson M. Schaar AI4CE 74 16 0 08 Dec 2020