Enhanced Masked Image Modeling to Avoid Model Collapse on Multi-modal MRI Datasets

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Han, Linxuan, Xiao, Sa, Li, Zimeng, Li, Haidong, Zhao, Xiuchao, Han, Yeqing, Guo, Fumin, Zhou, Xin
Format:	Preprint
Published:	2024
Subjects:	Image and Video Processing Artificial Intelligence Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Assessment of Global and Regional Lung Compliance in Pulmonary Fibrosis With Hyperpolarized Gas MRI
by: Ming Zhang, et al.
Published: (2024)

Multi-modal MRI Translation via Evidential Regression and Distribution Calibration
by: Liu, Jiyao, et al.
Published: (2024)

Branch Learning in MRI: More Data, More Models, More Training
by: Li, Yuyang, et al.
Published: (2025)

Multi-modal Liver Segmentation and Fibrosis Staging Using Real-world MRI Images
by: Zhou, Yang, et al.
Published: (2025)

Semantic-guided Masked Mutual Learning for Multi-modal Brain Tumor Segmentation with Arbitrary Missing Modalities
by: Liang, Guoyan, et al.
Published: (2025)

Trustworthy Enhanced Multi-view Multi-modal Alzheimer's Disease Prediction with Brain-wide Imaging Transcriptomics Data
by: Cong, Shan, et al.
Published: (2024)

Multi-modal brain MRI synthesis based on SwinUNETR
by: Pang, Haowen, et al.
Published: (2025)

Mask-Enhanced Segment Anything Model for Tumor Lesion Semantic Segmentation
by: Shi, Hairong, et al.
Published: (2024)

UniMIC: Towards Universal Multi-modality Perceptual Image Compression
by: Gao, Yixin, et al.
Published: (2024)

CT-Mamba: A Hybrid Convolutional State Space Model for Low-Dose CT Denoising
by: Li, Linxuan, et al.
Published: (2024)

M2Diff: Multi-Modality Multi-Task Enhanced Diffusion Model for MRI-Guided Low-Dose PET Enhancement
by: Yar, Ghulam Nabi Ahmad Hassan, et al.
Published: (2026)

BSoNet: Deep Learning Solution for Optimizing Image Quality of Portable Backscatter Imaging Systems
by: Li, Linxuan, et al.
Published: (2026)

CloudBrain-ReconAI: An Online Platform for MRI Reconstruction and Image Quality Evaluation
by: Zhou, Yirong, et al.
Published: (2022)

MLICv2: Enhanced Multi-Reference Entropy Modeling for Learned Image Compression
by: Jiang, Wei, et al.
Published: (2025)

Reliable Multi-modal Medical Image-to-image Translation Independent of Pixel-wise Aligned Data
by: Zhou, Langrui, et al.
Published: (2024)

A Multi-annotated and Multi-modal Dataset for Wide-angle Video Quality Assessment
by: Hu, Bo, et al.
Published: (2025)

MPBD-LSTM: A Predictive Model for Colorectal Liver Metastases Using Time Series Multi-phase Contrast-Enhanced CT Scans
by: Li, Xueyang, et al.
Published: (2024)

Multi-modal MRI sensitive to age: Focus on early brain development in infants
by: Dubois, Jessica
Published: (2023)

Learning Scan-Adaptive MRI Undersampling Patterns with Pre-Optimized Mask Supervision
by: Dhar, Aryan, et al.
Published: (2025)

LESEN: Label-Efficient deep learning for Multi-parametric MRI-based Visual Pathway Segmentation
by: Diakite, Alou, et al.
Published: (2024)

FS-RWKV: Leveraging Frequency Spatial-Aware RWKV for 3T-to-7T MRI Translation
by: Lei, Yingtie, et al.
Published: (2025)

CycleGAN Models for MRI Image Translation
by: Czobit, Cassandra, et al.
Published: (2023)

Exploring Adult Glioma through MRI: A Review of Publicly Available Datasets to Guide Efficient Image Analysis
by: Andaloussi, Meryem Abbad, et al.
Published: (2024)

Reliable Evaluation of MRI Motion Correction: Dataset and Insights
by: Wang, Kun, et al.
Published: (2025)

Beyond Pixel Agreement: Large Language Models as Clinical Guardrails for Reliable Medical Image Segmentation
by: Sheng, Jiaxi, et al.
Published: (2025)

MCAD: Multi-modal Conditioned Adversarial Diffusion Model for High-Quality PET Image Reconstruction
by: Cui, Jiaqi, et al.
Published: (2024)

MSFMamba: Multi-Scale Feature Fusion State Space Model for Multi-Source Remote Sensing Image Classification
by: Gao, Feng, et al.
Published: (2024)

Simultaneous Multi-Slice Diffusion Imaging using Navigator-free Multishot Spiral Acquisition
by: Jiang, Yuancheng, et al.
Published: (2024)

An Interpretable Cross-Attentive Multi-modal MRI Fusion Framework for Schizophrenia Diagnosis
by: Zhou, Ziyu, et al.
Published: (2024)

SAM2-3dMed: Empowering SAM2 for 3D Medical Image Segmentation
by: Yang, Yeqing, et al.
Published: (2025)

MR Optimized Reconstruction of Simultaneous Multi-Slice Imaging Using Diffusion Model
by: Zhao, Ting, et al.
Published: (2024)

USFM: A Universal Ultrasound Foundation Model Generalized to Tasks and Organs towards Label Efficient Image Analysis
by: Jiao, Jing, et al.
Published: (2023)

Jointly Learning Selection Matrices For Transmitters, Receivers And Fourier Coefficients In Multichannel Imaging
by: Wang, Han, et al.
Published: (2024)

Avoiding Quality Saturation in UGC Compression Using Denoised References
by: Xiong, Xin, et al.
Published: (2025)

MoRE: A Mixture-of-Experts-Based Task-Adaptive End-to-End Network for Multimodal MRI Reconstruction
by: Li, Yuyang, et al.
Published: (2026)

MAMOC: MRI Motion Correction via Masked Autoencoding
by: Van der Goten, Lennart Alexander, et al.
Published: (2024)

D2Diff : A Dual Domain Diffusion Model for Accurate Multi-Contrast MRI Synthesis
by: Dayarathna, Sanuwani, et al.
Published: (2025)

Cross-Fundus Transformer for Multi-modal Diabetic Retinopathy Grading with Cataract
by: Xiao, Fan, et al.
Published: (2024)

Physics-informed Score-based Diffusion Model for Limited-angle Reconstruction of Cardiac Computed Tomography
by: Han, Shuo, et al.
Published: (2024)

S^2-Transformer for Mask-Aware Hyperspectral Image Reconstruction
by: Wang, Jiamian, et al.
Published: (2022)