journal article·2025Open access

Research on Multimodal Brain Tumor Segmentation Algorithm Based on Feature Decoupling and Information Bottleneck Theory

Xuemei Yang, Shiqi Liu, Yuting Zhou, Junping Yin

Computers, Materials & Continua· Volume 82· Issue 2

Abstract

Aiming at the problems of information loss and the relationship between features and target tasks in multimodal medical image segmentation, a multimodal medical image segmentation algorithm based on feature decoupling and inf... | Find, read and cite all the research you need on Tech Science Press
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References (18)

Show source-provided references
1. Adversarial multimodal representation learning for click-through rate prediction
2. Multimodal information bottleneck: Learning minimal sufficient unimodal and multimodal representations10.1109/TMM.2022.3171679 ↗
3. Automatic segmentation of liver tumors from multiphase contrast-enhanced CT images based on FCNs
4. Fully convolutional network and sparsity-based dictionary learning for liver lesion detection in examinations10.1016/j.neucom.2017.10.001 ↗
5. Multi-stage fully convolutional network for precise prostate segmentation in ultrasound images
6. LD-UNet: A long-distance perceptual model for segmentation of blurred boundaries in medical images10.1016/j.compbiomed.2024.108120 ↗
7. EU-Net: Automatic U-Net neural architecture search with differential evolutionary algorithm for medical image segmentation10.1016/j.compbiomed.2023.107579 ↗
8. Dense-inception U-Net for medical image segmentation10.1016/j.cmpb.2020.105395 ↗
9. Label-decoupled medical image segmentation with spatial-channel graph convolution and dual attention enhancement10.1109/JBHI.2024.3367756 ↗
10. CI-UNet: Melding convnext and cross dimensional attention for robust medical image segmentation10.1007/s13534-023-00341-4 ↗
11. Attention-guided multi-scale learning network for automatic prostate and tumor segmentation on MRI10.1016/j.compbiomed.2023.107374 ↗
12. Unpaired image super-resolution using a lightweight invertible neural network10.1016/j.patcog.2023.109822 ↗
13. Density weighted connectivity of grass pixels in image frames for biomass estimation10.1016/j.eswa.2018.01.055 ↗
14. Deep multimodal medical image fusion network based on high and low frequency feature decomposition
16. BiconNet: An edge-preserved connectivity-based approach for salient object detection10.1016/j.patcog.2021.108231 ↗
17. ConnNet: A long-range relation-aware pixel-connectivity network for salient segmentation10.1109/TIP.2018.2886997 ↗
18. Factorized latent spaces with structured sparsity