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Brain Imaging Generation with Latent Diffusion Models

Brain Imaging Generation with Latent Diffusion Models

15 September 2022
W. H. Pinaya
Petru-Daniel Tudosiu
J. Dafflon
P. F. D. Costa
Virginia Fernandez
P. Nachev
Sebastien Ourselin
M. Jorge Cardoso
    DiffM
    MedIm
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Papers citing "Brain Imaging Generation with Latent Diffusion Models"

50 / 50 papers shown
Title
MambaControl: Anatomy Graph-Enhanced Mamba ControlNet with Fourier Refinement for Diffusion-Based Disease Trajectory Prediction
MambaControl: Anatomy Graph-Enhanced Mamba ControlNet with Fourier Refinement for Diffusion-Based Disease Trajectory Prediction
Hao Yang
Tao Tan
Shuai Tan
Weiqin Yang
Kunyan Cai
Cheng Chen
Yue Sun
Mamba
AI4CE
25
0
0
15 May 2025
Metrics that matter: Evaluating image quality metrics for medical image generation
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
Regression is all you need for medical image translation
Sebastian Rassmann
David Kügler
Christian Ewert
Martin Reuter
DiffM
MedIm
174
0
0
04 May 2025
Anatomical Similarity as a New Metric to Evaluate Brain Generative Models
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
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
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
50
0
0
20 Apr 2025
Deep Generative Model-Based Generation of Synthetic Individual-Specific Brain MRI Segmentations
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
57
0
0
15 Apr 2025
A Review on Generative AI For Text-To-Image and Image-To-Image Generation and Implications To Scientific Images
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
69
1
0
28 Feb 2025
PoGDiff: Product-of-Gaussians Diffusion Models for Imbalanced Text-to-Image Generation
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
MedDiff-FM: A Diffusion-based Foundation Model for Versatile Medical Image Applications
Yongrui Yu
Yannian Gu
S. Zhang
Xiaofan Zhang
MedIm
41
2
0
20 Oct 2024
Towards the Discovery of Down Syndrome Brain Biomarkers Using Generative
  Models
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
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
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
Bayesian Power Steering: An Effective Approach for Domain Adaptation of Diffusion Models
Ding Huang
Ting Li
Jian Huang
DiffM
44
1
0
06 Jun 2024
Enhancing Spatiotemporal Disease Progression Models via Latent Diffusion
  and Prior Knowledge
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
Zero-Shot Medical Phrase Grounding with Off-the-shelf Diffusion Models
Konstantinos Vilouras
Pedro Sanchez
Alison Q. OÑeil
Sotirios A. Tsaftaris
MedIm
45
2
0
19 Apr 2024
Generative Enhancement for 3D Medical Images
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
Data Augmentation in Human-Centric Vision
Wentao Jiang
Yige Zhang
Shaozhong Zheng
Si Liu
Shuicheng Yan
46
1
0
13 Mar 2024
Advancing Text-Driven Chest X-Ray Generation with Policy-Based
  Reinforcement Learning
Advancing Text-Driven Chest X-Ray Generation with Policy-Based Reinforcement Learning
Woojung Han
Chanyoung Kim
Dayun Ju
Yumin Shim
Seong Jae Hwang
MedIm
37
8
0
11 Mar 2024
SynthBrainGrow: Synthetic Diffusion Brain Aging for Longitudinal MRI
  Data Generation in Young People
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
From Pampas to Pixels: Fine-Tuning Diffusion Models for Gaúcho Heritage
Marcellus Amadeus
William Alberto Cruz Castañeda
A. F. Zanella
F. Mahlow
24
3
0
10 Jan 2024
FitDiff: Robust monocular 3D facial shape and reflectance estimation using Diffusion Models
FitDiff: Robust monocular 3D facial shape and reflectance estimation using Diffusion Models
Stathis Galanakis
Alexandros Lattas
Stylianos Moschoglou
S. Zafeiriou
33
2
0
07 Dec 2023
Navigating the Synthetic Realm: Harnessing Diffusion-based Models for
  Laparoscopic Text-to-Image Generation
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
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
23
6
0
08 Nov 2023
Three-dimensional Bone Image Synthesis with Generative Adversarial
  Networks
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
Metadata-Conditioned Generative Models to Synthesize
  Anatomically-Plausible 3D Brain MRIs
Metadata-Conditioned Generative Models to Synthesize Anatomically-Plausible 3D Brain MRIs
Wei Peng
Tomas Bosschieter
J. Ouyang
Robert Paul
Ehsan Adeli
Qingyu Zhao
K. Pohl
MedIm
30
9
0
07 Oct 2023
Score-Based Generative Models for PET Image Reconstruction
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
29
16
0
27 Aug 2023
Make-A-Volume: Leveraging Latent Diffusion Models for Cross-Modality 3D
  Brain MRI Synthesis
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
29
33
0
19 Jul 2023
Solving Linear Inverse Problems Provably via Posterior Sampling with
  Latent Diffusion Models
Solving Linear Inverse Problems Provably via Posterior Sampling with Latent Diffusion Models
Litu Rout
Negin Raoof
Giannis Daras
C. Caramanis
A. Dimakis
Sanjay Shakkottai
DiffM
35
93
0
02 Jul 2023
Aligning Synthetic Medical Images with Clinical Knowledge using Human
  Feedback
Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback
Shenghuan Sun
Gregory M. Goldgof
A. Butte
Ahmed Alaa
MedIm
19
12
0
16 Jun 2023
Incomplete Multi-view Clustering via Diffusion Completion
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
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
31
12
0
16 May 2023
Diffusion Dataset Generation: Towards Closing the Sim2Real Gap for
  Pedestrian Detection
Diffusion Dataset Generation: Towards Closing the Sim2Real Gap for Pedestrian Detection
A. Farley
Mohsen Zand
Michael A. Greenspan
DiffM
27
1
0
16 May 2023
Trade-offs in Fine-tuned Diffusion Models Between Accuracy and
  Interpretability
Trade-offs in Fine-tuned Diffusion Models Between Accuracy and Interpretability
Mischa Dombrowski
Hadrien Reynaud
Johanna P. Müller
Matthew Baugh
Bernhard Kainz
MedIm
24
6
0
31 Mar 2023
Medical diffusion on a budget: textual inversion for medical image
  generation
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
Ensemble flow reconstruction in the atmospheric boundary layer from
  spatially limited measurements through latent diffusion models
Ensemble flow reconstruction in the atmospheric boundary layer from spatially limited measurements through latent diffusion models
A. Rybchuk
M. Hassanaly
N. Hamilton
P. Doubrawa
Mitchell J. Fulton
L. Martínez‐Tossas
AI4CE
DiffM
27
16
0
01 Mar 2023
Differentially Private Diffusion Models Generate Useful Synthetic Images
Differentially Private Diffusion Models Generate Useful Synthetic Images
Sahra Ghalebikesabi
Leonard Berrada
Sven Gowal
Ira Ktena
Robert Stanforth
Jamie Hayes
Soham De
Samuel L. Smith
Olivia Wiles
Borja Balle
DiffM
31
69
0
27 Feb 2023
Unpaired Translation from Semantic Label Maps to Images by Leveraging
  Domain-Specific Simulations
Unpaired Translation from Semantic Label Maps to Images by Leveraging Domain-Specific Simulations
Lin Zhang
Tiziano Portenier
O. Goksel
MedIm
25
1
0
21 Feb 2023
Extracting Training Data from Diffusion Models
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
Diffusion-based Data Augmentation for Skin Disease Classification:
  Impact Across Original Medical Datasets to Fully Synthetic Images
Diffusion-based Data Augmentation for Skin Disease Classification: Impact Across Original Medical Datasets to Fully Synthetic Images
Mohamed Akrout
Bálint Gyepesi
P. Holló
A. Poór
Blága Kincso
...
J. Kawahara
Dekker Slade
Latif Abid
Máté Kovács
I. Fazekas
DiffM
MedIm
13
60
0
12 Jan 2023
SADM: Sequence-Aware Diffusion Model for Longitudinal Medical Image
  Generation
SADM: Sequence-Aware Diffusion Model for Longitudinal Medical Image Generation
Jee Seok Yoon
Chenghao Zhang
Heung-Il Suk
Jia Guo
Xiaoxia Li
DiffM
MedIm
22
38
0
16 Dec 2022
Diffusion Probabilistic Models beat GANs on Medical Images
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
27
89
0
14 Dec 2022
Improving dermatology classifiers across populations using images
  generated by large diffusion models
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
30
31
0
23 Nov 2022
RoentGen: Vision-Language Foundation Model for Chest X-ray Generation
RoentGen: Vision-Language Foundation Model for Chest X-ray Generation
Pierre J. Chambon
Christian Blüthgen
Jean-Benoit Delbrouck
Rogier van der Sluijs
M. Polacin
Juan Manuel Zambrano Chaves
Tanishq Mathew Abraham
Shivanshu Purohit
C. Langlotz
Akshay S. Chaudhari
LM&MA
DiffM
MedIm
29
98
0
23 Nov 2022
Diffusion Models for Medical Image Analysis: A Comprehensive Survey
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
49
357
0
14 Nov 2022
Spot the fake lungs: Generating Synthetic Medical Images using Neural
  Diffusion Models
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
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
Unsupervised Medical Image Translation with Adversarial Diffusion Models
Muzaffer Özbey
Onat Dalmaz
S. Dar
H. Bedel
cSaban Ozturk
Alper Gungor
Tolga cCukur
DiffM
MedIm
35
276
0
17 Jul 2022
Generative Aging of Brain Images with Diffeomorphic Registration
Generative Aging of Brain Images with Diffeomorphic Registration
Jingru Fu
A. Tzortzakakis
J. Barroso
E. Westman
D. Ferreira
R. Moreno
MedIm
34
8
0
31 May 2022
Synthetic Data: Opening the data floodgates to enable faster, more
  directed development of machine learning methods
Synthetic Data: Opening the data floodgates to enable faster, more directed development of machine learning methods
James Jordon
A. Wilson
M. Schaar
AI4CE
87
16
0
08 Dec 2020
1