Abstract:
We propose a novel text-prompted bundle decomposition network (TP-BDN) to separately identify fiber bundles in the auditory pathway. TP-BDN consists of two core modules, ...Show MoreMetadata
Abstract:
We propose a novel text-prompted bundle decomposition network (TP-BDN) to separately identify fiber bundles in the auditory pathway. TP-BDN consists of two core modules, i.e., 1) multi-modality fusion module (MMFM) and 2) bundle decomposition module (BDM). MMFM integrates complementary anatomical information from multi-modality MRI data. And, BDM decomposes bundle-specific features from the obtained integrative features that are driven by text-prompt features derived by a pretrained Biomed-CLIP. Besides, a bundle shape loss is further presented to guide segmentation from coarse to fine. Extensive experiments are conducted, demonstrating the superiority of our proposed method. The codes will be publicly available at https://github.com/CH2-Carbene/TP-BDN.
Date of Conference: 27-30 May 2024
Date Added to IEEE Xplore: 22 August 2024
ISBN Information:
ISSN Information:
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Fiber Bundles ,
- Network Decomposition ,
- Auditory System ,
- Feature Integration ,
- Anatomical Information ,
- Core Module ,
- Deep Learning ,
- White Matter ,
- Textual Descriptions ,
- State Of The Art Methods ,
- Accurate Shape ,
- Dice Score ,
- Internal Auditory Canal ,
- Transformer Block ,
- Medial Geniculate Body ,
- Boundary-based Registration ,
- Medial Superior Olive ,
- Improve Segmentation Performance ,
- dMRI Data
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Fiber Bundles ,
- Network Decomposition ,
- Auditory System ,
- Feature Integration ,
- Anatomical Information ,
- Core Module ,
- Deep Learning ,
- White Matter ,
- Textual Descriptions ,
- State Of The Art Methods ,
- Accurate Shape ,
- Dice Score ,
- Internal Auditory Canal ,
- Transformer Block ,
- Medial Geniculate Body ,
- Boundary-based Registration ,
- Medial Superior Olive ,
- Improve Segmentation Performance ,
- dMRI Data
- Author Keywords