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One Model to Synthesize Them All: Multi-contrast Multi-scale Transformer
  for Missing Data Imputation

One Model to Synthesize Them All: Multi-contrast Multi-scale Transformer for Missing Data Imputation

28 April 2022
Jiang Liu
Srivathsa Pasumarthi
B. Duffy
Enhao Gong
Keshav Datta
Greg Zaharchuk
    ViT
    MedIm
ArXivPDFHTML

Papers citing "One Model to Synthesize Them All: Multi-contrast Multi-scale Transformer for Missing Data Imputation"

24 / 24 papers shown
Title
GAN-based synthetic FDG PET images from T1 brain MRI can serve to improve performance of deep unsupervised anomaly detection models
GAN-based synthetic FDG PET images from T1 brain MRI can serve to improve performance of deep unsupervised anomaly detection models
Daria Zotova
Nicolas Pinon
Robin Trombetta
R. Bouet
Julien Jung
Carole Lartizien
MedIm
35
0
0
12 May 2025
Beyond the Lungs: Extending the Field of View in Chest CT with Latent Diffusion Models
Beyond the Lungs: Extending the Field of View in Chest CT with Latent Diffusion Models
Lianrui Zuo
Kaiwen Xu
Dingjie Su
Xin Yu
Aravind Krishnan
...
Shunxing Bao
Thomas Z. Li
K. Sandler
Fabien Maldonado
Bennett A. Landman
DiffM
MedIm
82
0
0
22 Jan 2025
Personalize to generalize: Towards a universal medical multi-modality
  generalization through personalization
Personalize to generalize: Towards a universal medical multi-modality generalization through personalization
Zhaorui Tan
Xi Yang
Tan Pan
Tianyi Liu
Chen Jiang
...
Qiufeng Wang
Anh Nguyen
Yuan Qi
K. Huang
Yuan Cheng
AI4CE
LM&MA
39
0
0
09 Nov 2024
Reconstructing dynamics from sparse observations with no training on
  target system
Reconstructing dynamics from sparse observations with no training on target system
Zheng-Meng Zhai
Jun-Yin Huang
Benjamin D. Stern
Y. Lai
28
1
0
28 Oct 2024
Two-Stage Approach for Brain MR Image Synthesis: 2D Image Synthesis and
  3D Refinement
Two-Stage Approach for Brain MR Image Synthesis: 2D Image Synthesis and 3D Refinement
Jihoon Cho
Seunghyuck Park
Jinah Park
3DV
MedIm
21
0
0
14 Oct 2024
Towards General Text-guided Image Synthesis for Customized Multimodal
  Brain MRI Generation
Towards General Text-guided Image Synthesis for Customized Multimodal Brain MRI Generation
Yulin Wang
Honglin Xiong
Kaicong Sun
Shuwei Bai
Ling Dai
Zhongxiang Ding
Jiameng Liu
Qian Wang
Qian Liu
Dinggang Shen
MedIm
DiffM
34
1
0
25 Sep 2024
A Missing Data Imputation GAN for Character Sprite Generation
A Missing Data Imputation GAN for Character Sprite Generation
Flávio R. S. Coutinho
Luiz Chaimowicz
GAN
34
0
0
16 Sep 2024
T1-contrast Enhanced MRI Generation from Multi-parametric MRI for Glioma
  Patients with Latent Tumor Conditioning
T1-contrast Enhanced MRI Generation from Multi-parametric MRI for Glioma Patients with Latent Tumor Conditioning
Zach Eidex
Mojtaba Safari
Richard L. J. Qiu
D. Yu
Hui-Kuo Shu
H. Mao
Xiaofeng Yang
MedIm
50
1
0
03 Sep 2024
Multimodal Data Integration for Precision Oncology: Challenges and
  Future Directions
Multimodal Data Integration for Precision Oncology: Challenges and Future Directions
Huajun Zhou
Fengtao Zhou
Chenyu Zhao
Yingxue Xu
Luyang Luo
Hao Chen
32
5
0
28 Jun 2024
CAVM: Conditional Autoregressive Vision Model for Contrast-Enhanced
  Brain Tumor MRI Synthesis
CAVM: Conditional Autoregressive Vision Model for Contrast-Enhanced Brain Tumor MRI Synthesis
Lujun Gui
Chuyang Ye
Tianyi Yan
MedIm
DiffM
37
2
0
23 Jun 2024
A Unified Framework for Synthesizing Multisequence Brain MRI via Hybrid
  Fusion
A Unified Framework for Synthesizing Multisequence Brain MRI via Hybrid Fusion
Jihoon Cho
Jonghye Woo
Jinah Park
MedIm
18
0
0
21 Jun 2024
BraSyn 2023 challenge: Missing MRI synthesis and the effect of different
  learning objectives
BraSyn 2023 challenge: Missing MRI synthesis and the effect of different learning objectives
Ivo M. Baltruschat
Parvaneh Janbakhshi
Matthias Lenga
MedIm
19
4
0
12 Mar 2024
Gadolinium dose reduction for brain MRI using conditional deep learning
Gadolinium dose reduction for brain MRI using conditional deep learning
Thomas Pinetz
Erich Kobler
Robert Haase
Julian A. Luetkens
M. Meetschen
Johannes Haubold
Cornelius Deuschl
A. Radbruch
Katerina Deike
Alexander Effland
MedIm
16
3
0
06 Mar 2024
CoNeS: Conditional neural fields with shift modulation for
  multi-sequence MRI translation
CoNeS: Conditional neural fields with shift modulation for multi-sequence MRI translation
Yunjie Chen
Marius Staring
O. M. Neve
Stephan R. Romeijn
Erik F. Hensen
Berit M. Verbist
J. Wolterink
Qian Tao
DiffM
MedIm
22
3
0
06 Sep 2023
Simulation of Arbitrary Level Contrast Dose in MRI Using an Iterative
  Global Transformer Model
Simulation of Arbitrary Level Contrast Dose in MRI Using an Iterative Global Transformer Model
Dayang Wang
Srivathsa Pasumarthi
Greg Zaharchuk
R. Chamberlain
MedIm
26
1
0
22 Jul 2023
Transformers in Healthcare: A Survey
Transformers in Healthcare: A Survey
Subhash Nerella
S. Bandyopadhyay
Jiaqing Zhang
Miguel Contreras
Scott Siegel
...
Jessica Sena
B. Shickel
A. Bihorac
Kia Khezeli
Parisa Rashidi
MedIm
AI4CE
21
25
0
30 Jun 2023
Faithful Synthesis of Low-dose Contrast-enhanced Brain MRI Scans using
  Noise-preserving Conditional GANs
Faithful Synthesis of Low-dose Contrast-enhanced Brain MRI Scans using Noise-preserving Conditional GANs
Thomas Pinetz
Erich Kobler
Robert Haase
K. Deike-Hofmann
A. Radbruch
Alexander Effland
MedIm
22
6
0
26 Jun 2023
Unified Multi-Modal Image Synthesis for Missing Modality Imputation
Unified Multi-Modal Image Synthesis for Missing Modality Imputation
Yue Zhang
Chengtao Peng
Qiuli Wang
Dan Song
Kaiyan Li
S. Kevin Zhou
MedIm
47
21
0
11 Apr 2023
Transformer-based Generative Adversarial Networks in Computer Vision: A
  Comprehensive Survey
Transformer-based Generative Adversarial Networks in Computer Vision: A Comprehensive Survey
S. Dubey
Satish Kumar Singh
ViT
38
33
0
17 Feb 2023
HACA3: A Unified Approach for Multi-site MR Image Harmonization
HACA3: A Unified Approach for Multi-site MR Image Harmonization
Lianrui Zuo
Yihao Liu
Yuan Xue
Blake E Dewey
Samuel W. Remedios
...
S. Newsome
P. Calabresi
Susan M. Resnick
Jerry L. Prince
A. Carass
MedIm
16
23
0
12 Dec 2022
Multi-scale Transformer Network with Edge-aware Pre-training for
  Cross-Modality MR Image Synthesis
Multi-scale Transformer Network with Edge-aware Pre-training for Cross-Modality MR Image Synthesis
Yonghao Li
Tao Zhou
Kelei He
Yi Zhou
Dinggang Shen
ViT
MedIm
25
22
0
02 Dec 2022
Brain MRI-to-PET Synthesis using 3D Convolutional Attention Networks
Brain MRI-to-PET Synthesis using 3D Convolutional Attention Networks
Ramy Hussein
David Shin
Moss Y. Zhao
Jia Guo
G. Davidzon
M. Moseley
Greg Zaharchuk
MedIm
18
1
0
22 Nov 2022
One Model to Unite Them All: Personalized Federated Learning of
  Multi-Contrast MRI Synthesis
One Model to Unite Them All: Personalized Federated Learning of Multi-Contrast MRI Synthesis
Onat Dalmaz
Muhammad Usama Mirza
Gokberk Elmas
Muzaffer Özbey
S. Dar
Emir Ceyani
Salman Avestimehr
Tolga cCukur
MedIm
31
39
0
13 Jul 2022
Image-to-Image Translation with Conditional Adversarial Networks
Image-to-Image Translation with Conditional Adversarial Networks
Phillip Isola
Jun-Yan Zhu
Tinghui Zhou
Alexei A. Efros
SSeg
212
19,450
0
21 Nov 2016
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