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2002.09708
Cited By

Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement
and Gated Fusion

Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion

International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2019

22 February 2020

Hao Chen

Pheng-Ann Heng

ArXiv (abs)PDF HTML

Papers citing "Robust Multimodal Brain Tumor Segmentation via Feature Disentanglement and Gated Fusion"

50 / 57 papers shown

DiA-gnostic VLVAE: Disentangled Alignment-Constrained Vision Language Variational AutoEncoder for Robust Radiology Reporting with Missing Modalities

DiA-gnostic VLVAE: Disentangled Alignment-Constrained Vision Language Variational AutoEncoder for Robust Radiology Reporting with Missing Modalities

Nagur Shareef Shaik

126

0

0

08 Nov 2025

No Modality Left Behind: Adapting to Missing Modalities via Knowledge Distillation for Brain Tumor Segmentation

No Modality Left Behind: Adapting to Missing Modalities via Knowledge Distillation for Brain Tumor Segmentation

140

1

0

18 Sep 2025

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer

Fatemeh Ziaeetabar

114

2

0

02 Aug 2025

SimMLM: A Simple Framework for Multi-modal Learning with Missing Modality

SimMLM: A Simple Framework for Multi-modal Learning with Missing Modality

201

5

0

25 Jul 2025

DC-Seg: Disentangled Contrastive Learning for Brain Tumor Segmentation with Missing Modalities

DC-Seg: Disentangled Contrastive Learning for Brain Tumor Segmentation with Missing ModalitiesInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025

Zhengxing Huang

292

3

0

17 May 2025

FgC2F-UDiff: Frequency-guided and Coarse-to-fine Unified Diffusion Model for Multi-modality Missing MRI Synthesis

FgC2F-UDiff: Frequency-guided and Coarse-to-fine Unified Diffusion Model for Multi-modality Missing MRI SynthesisIEEE Transactions on Computational Imaging (IEEE TCI), 2025

327

5

0

08 Jan 2025

Selecting the Best Sequential Transfer Path for Medical Image
Segmentation with Limited Labeled Data

Selecting the Best Sequential Transfer Path for Medical Image Segmentation with Limited Labeled DataInternational Conference on Neural Information Processing (ICONIP), 2024

229

1

0

09 Oct 2024

Anatomical Consistency Distillation and Inconsistency Synthesis for
Brain Tumor Segmentation with Missing Modalities

Anatomical Consistency Distillation and Inconsistency Synthesis for Brain Tumor Segmentation with Missing ModalitiesEuropean Conference on Artificial Intelligence (ECAI), 2024

Yueyi Zhang

Xiaoyan Sun

189

3

0

25 Aug 2024

Decoupling Feature Representations of Ego and Other Modalities for
Incomplete Multi-modal Brain Tumor Segmentation

Decoupling Feature Representations of Ego and Other Modalities for Incomplete Multi-modal Brain Tumor SegmentationIEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2024

Xikai Yang

Xi Wang

Pheng-Ann Heng

150

0

0

16 Aug 2024

PASSION: Towards Effective Incomplete Multi-Modal Medical Image
Segmentation with Imbalanced Missing Rates

PASSION: Towards Effective Incomplete Multi-Modal Medical Image Segmentation with Imbalanced Missing Rates

Xin Yang

235

22

0

20 Jul 2024

Multimodal Data Integration for Precision Oncology: Challenges and
Future Directions

Multimodal Data Integration for Precision Oncology: Challenges and Future Directions

Fengtao Zhou

Hao Chen

312

22

0

28 Jun 2024

Principled Feature Disentanglement for High-Fidelity Unified Brain MRI Synthesis

Principled Feature Disentanglement for High-Fidelity Unified Brain MRI Synthesis

309

0

0

21 Jun 2024

Enhancing Incomplete Multi-modal Brain Tumor Segmentation with
Intra-modal Asymmetry and Inter-modal Dependency

Enhancing Incomplete Multi-modal Brain Tumor Segmentation with Intra-modal Asymmetry and Inter-modal Dependency

254

2

0

14 Jun 2024

A Multimodal Feature Distillation with Mamba-Transformer Network for Brain Tumor Segmentation with Incomplete Modalities

A Multimodal Feature Distillation with Mamba-Transformer Network for Brain Tumor Segmentation with Incomplete Modalities

Raphaël C.-W. Phan

Chee-Ming Ting

216

10

0

22 Apr 2024

DrFuse: Learning Disentangled Representation for Clinical Multi-Modal
Fusion with Missing Modality and Modal Inconsistency

DrFuse: Learning Disentangled Representation for Clinical Multi-Modal Fusion with Missing Modality and Modal InconsistencyAAAI Conference on Artificial Intelligence (AAAI), 2024

William K. Cheung

272

56

0

10 Mar 2024

Adaptive Latent Diffusion Model for 3D Medical Image to Image
Translation: Multi-modal Magnetic Resonance Imaging Study

Adaptive Latent Diffusion Model for 3D Medical Image to Image Translation: Multi-modal Magnetic Resonance Imaging StudyIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023

396

69

0

01 Nov 2023

Learnable Cross-modal Knowledge Distillation for Multi-modal Learning with Missing Modality

Learnable Cross-modal Knowledge Distillation for Multi-modal Learning with Missing ModalityInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023

Hu Wang

Yuan Zhang

Jodie Avery

Gustavo Carneiro

Gustavo Carneiro

204

53

0

02 Oct 2023

Federated Pseudo Modality Generation for Incomplete Multi-Modal MRI
Reconstruction

Federated Pseudo Modality Generation for Incomplete Multi-Modal MRI ReconstructionIEEE journal of biomedical and health informatics (IEEE JBHI), 2023

Rick Siow Mong Goh

Lei Zhu

238

6

0

20 Aug 2023

Multi-modal Learning with Missing Modality via Shared-Specific Feature
Modelling

Multi-modal Learning with Missing Modality via Shared-Specific Feature ModellingComputer Vision and Pattern Recognition (CVPR), 2023

Hu Wang

Jodie Avery

Louise Hull

260

177

0

26 Jul 2023

Prototype-Driven and Multi-Expert Integrated Multi-Modal MR Brain Tumor
Image Segmentation

Prototype-Driven and Multi-Expert Integrated Multi-Modal MR Brain Tumor Image SegmentationIEEE Transactions on Instrumentation and Measurement (IEEE Trans. Instrum. Meas.), 2023

198

5

0

22 Jul 2023

H-DenseFormer: An Efficient Hybrid Densely Connected Transformer for
Multimodal Tumor Segmentation

H-DenseFormer: An Efficient Hybrid Densely Connected Transformer for Multimodal Tumor SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023

223

21

0

04 Jul 2023

MedLSAM: Localize and Segment Anything Model for 3D CT Images

MedLSAM: Localize and Segment Anything Model for 3D CT Images

418

3

0

26 Jun 2023

Enhanced Multimodal Representation Learning with Cross-modal KD

Enhanced Multimodal Representation Learning with Cross-modal KDComputer Vision and Pattern Recognition (CVPR), 2023

156

18

0

13 Jun 2023

Cross-Modal Vertical Federated Learning for MRI Reconstruction

Cross-Modal Vertical Federated Learning for MRI Reconstruction

233

21

0

05 Jun 2023

Two-stage MR Image Segmentation Method for Brain Tumors based on Attention Mechanism

165

1

0

17 Apr 2023

MMANet: Margin-aware Distillation and Modality-aware Regularization for
Incomplete Multimodal Learning

MMANet: Margin-aware Distillation and Modality-aware Regularization for Incomplete Multimodal LearningComputer Vision and Pattern Recognition (CVPR), 2023

186

74

0

17 Apr 2023

Deep Learning in Breast Cancer Imaging: A Decade of Progress and Future
Directions

Deep Learning in Breast Cancer Imaging: A Decade of Progress and Future DirectionsIEEE Reviews in Biomedical Engineering (RBME), 2023

Luyang Luo

V. Vardhanabhuti

Kwang-Ting Cheng

438

96

0

13 Apr 2023

Unified Multi-Modal Image Synthesis for Missing Modality Imputation

Unified Multi-Modal Image Synthesis for Missing Modality ImputationIEEE Transactions on Medical Imaging (TMI), 2023

Yue Zhang

Qiuli Wang

289

50

0

11 Apr 2023

Prototype Knowledge Distillation for Medical Segmentation with Missing
Modality

Prototype Knowledge Distillation for Medical Segmentation with Missing ModalityIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023

192

56

0

17 Mar 2023

Enhancing Modality-Agnostic Representations via Meta-Learning for Brain
Tumor Segmentation

Enhancing Modality-Agnostic Representations via Meta-Learning for Brain Tumor SegmentationIEEE International Conference on Computer Vision (ICCV), 2023

Xiaoling Hu

Prateek Prasanna

226

23

0

08 Feb 2023

MouseGAN++: Unsupervised Disentanglement and Contrastive Representation
for Multiple MRI Modalities Synthesis and Structural Segmentation of Mouse
Brain

MouseGAN++: Unsupervised Disentanglement and Contrastive Representation for Multiple MRI Modalities Synthesis and Structural Segmentation of Mouse BrainIEEE Transactions on Medical Imaging (IEEE TMI), 2022

Xiao-Yong Zhang

171

22

0

04 Dec 2022

Generalized Product-of-Experts for Learning Multimodal Representations
in Noisy Environments

Generalized Product-of-Experts for Learning Multimodal Representations in Noisy EnvironmentsInternational Conference on Multimodal Interaction (ICMI), 2022

Binod Bhattarai

Danail Stoyanov

171

3

0

07 Nov 2022

MyoPS-Net: Myocardial Pathology Segmentation with Flexible Combination
of Multi-Sequence CMR Images

MyoPS-Net: Myocardial Pathology Segmentation with Flexible Combination of Multi-Sequence CMR Images

163

45

0

06 Nov 2022

Fourier Disentangled Multimodal Prior Knowledge Fusion for Red Nucleus
Segmentation in Brain MRI

Fourier Disentangled Multimodal Prior Knowledge Fusion for Red Nucleus Segmentation in Brain MRI

Guanghui Fu

Gabriel Jimenez

Sophie Loizillon

Rosana El Jurdi

...

Stéphane Lehéricy

Daniel Racoceanu

the Iceberg Study Group

89

1

0

02 Nov 2022

Learning Multi-Modal Brain Tumor Segmentation from Privileged
Semi-Paired MRI Images with Curriculum Disentanglement Learning

Learning Multi-Modal Brain Tumor Segmentation from Privileged Semi-Paired MRI Images with Curriculum Disentanglement Learning

161

0

0

26 Aug 2022

SFusion: Self-attention based N-to-One Multimodal Fusion Block

SFusion: Self-attention based N-to-One Multimodal Fusion BlockInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022

195

26

0

26 Aug 2022

Calibrate the inter-observer segmentation uncertainty via
diagnosis-first principle

Calibrate the inter-observer segmentation uncertainty via diagnosis-first principleIEEE Transactions on Medical Imaging (IEEE TMI), 2022

Yanwu Xu

188

2

0

05 Aug 2022

MMOTU: A Multi-Modality Ovarian Tumor Ultrasound Image Dataset for
Unsupervised Cross-Domain Semantic Segmentation

MMOTU: A Multi-Modality Ovarian Tumor Ultrasound Image Dataset for Unsupervised Cross-Domain Semantic Segmentation

Guangliang Cheng

188

22

0

14 Jul 2022

Learning Robust Representation for Joint Grading of Ophthalmic Diseases
via Adaptive Curriculum and Feature Disentanglement

Learning Robust Representation for Joint Grading of Ophthalmic Diseases via Adaptive Curriculum and Feature DisentanglementInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022

205

27

0

09 Jul 2022

TBraTS: Trusted Brain Tumor Segmentation

TBraTS: Trusted Brain Tumor SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022

Meng Wang

172

75

0

19 Jun 2022

Learning self-calibrated optic disc and cup segmentation from
multi-rater annotations

Learning self-calibrated optic disc and cup segmentation from multi-rater annotationsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022

Yanwu Xu

196

18

0

10 Jun 2022

mmFormer: Multimodal Medical Transformer for Incomplete Multimodal
Learning of Brain Tumor Segmentation

mmFormer: Multimodal Medical Transformer for Incomplete Multimodal Learning of Brain Tumor SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022

288

204

0

06 Jun 2022

Semantic-guided Disentangled Representation for Unsupervised
Cross-modality Medical Image Segmentation

Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation

170

1

0

26 Mar 2022

Medical Image Segmentation on MRI Images with Missing Modalities: A
Review

Medical Image Segmentation on MRI Images with Missing Modalities: A Review

Mohammad Dehghanmanshadi

Julien Cohen-Adad

178

51

0

11 Mar 2022

Multi-modal Brain Tumor Segmentation via Missing Modality Synthesis and
Modality-level Attention Fusion

Multi-modal Brain Tumor Segmentation via Missing Modality Synthesis and Modality-level Attention Fusion

161

16

0

09 Mar 2022

Opinions Vary? Diagnosis First!

Opinions Vary? Diagnosis First!International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022

Yanwu Xu

292

3

0

14 Feb 2022

Feature-enhanced Generation and Multi-modality Fusion based Deep Neural
Network for Brain Tumor Segmentation with Missing MR Modalities

Feature-enhanced Generation and Multi-modality Fusion based Deep Neural Network for Brain Tumor Segmentation with Missing MR Modalities

188

54

0

08 Nov 2021

Learning Disentangled Representations in the Imaging Domain

Learning Disentangled Representations in the Imaging Domain

Spyridon Thermos

Alison Q. OÑeil

Sotirios A. Tsaftaris

753

86

0

26 Aug 2021

Controllable cardiac synthesis via disentangled anatomy arithmetic

Controllable cardiac synthesis via disentangled anatomy arithmetic

Spyridon Thermos

Alison Q. OÑeil

Sotirios A. Tsaftaris

221

15

0

04 Jul 2021

ACN: Adversarial Co-training Network for Brain Tumor Segmentation with
Missing Modalities

ACN: Adversarial Co-training Network for Brain Tumor Segmentation with Missing ModalitiesInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021

Yang Liu

173

92

0

28 Jun 2021

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