Whole heart segmentation (WHS), which delineates substructures of the heart, can be very valuable for modeling and analysis of the anatomy and functions of the heart. However, automating this segmentation can be arduous due to the large variation of the heart shape, and different image qualities...
A whole heart segmentation (WHS) method is presented for cardiac MRI. This segmentation method employs multi-modality atlases from MRI and CT and adopts a new label fusion algorithm which is based on the proposed multi-scale patch (MSP) strategy and a new global atlas ranking scheme. MSP, de...
Despite these obstacles, the works demonstrate that combining modalities can improve performance over single-modal approaches for tasks like tumor segmentation, diagnosis, and survival prediction. 3.7. Ophthalmology This category includes studies that focus on utilizing multimodal data integration to examine ...
multi-modality segmentationwhole heart segmentationshape-constrained de-formable modelsboundary detectioncomputed tomographymagnetic resonancerotational X-ray angiographyAutomatic segmentation is a prerequisite to efficiently analyze the large amount of image data produced by modern imaging modalities, e.g.. ...
In this paper, we proposed a multi-modality transfer learning network with adversarial training (MMTLNet) for 3D multi-modality whole heart segmentation. Firstly, the network transfers the source domain (MRI domain) to the target domain (CT domain) by reconstructing the MRI images with a ...
This approach allows for fine-tuning the accuracy of micro-object segmentation by adapting the size of the segmented images. The efficacy of our method is rigorously validated on the Multi-Modality Whole Heart Segmentation (MM-WHS) Challenge 2017 dataset, demonstrating competitive results and the ...
This method performed excellently in simultaneously labeling the seven sub-structures of the heart in the Multi-Modality Whole Heart Segmentation (MM-WHS) Challenge 2017 dataset. In the same year, a network consisting of two FCNs was proposed by Payer et al. for multi-label whole heart ...