Reliable Multi-modal Medical Image-to-image Translation Independent of Pixel-wise Aligned Data
Sign Up to like & getrecommendations! Published in 2024 at "Medical physics"
DOI: 10.1002/mp.17362
Abstract: BACKGROUND The current mainstream multi-modal medical image-to-image translation methods face a contradiction. Supervised methods with outstanding performance rely on pixel-wise aligned training data to constrain the model optimization. However, obtaining pixel-wise aligned multi-modal medical image… read more here.
Keywords: modal medical; image translation; image; medical image ... See more keywords
A deep learning based framework for the registration of three dimensional multi-modal medical images of the head
Sign Up to like & getrecommendations! Published in 2021 at "Scientific Reports"
DOI: 10.1038/s41598-021-81044-7
Abstract: Image registration is a fundamental task in image analysis in which the transform that moves the coordinate system of one image to another is calculated. Registration of multi-modal medical images has important implications for clinical… read more here.
Keywords: multi modal; image; registration; modal medical ... See more keywords
Enhancing Kidney Tumor Segmentation in MRI Using Multi-Modal Medical Images With Transformers
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DOI: 10.1109/access.2025.3629665
Abstract: Detecting and segmenting kidney tumors is a significant challenge due to their small size, heterogenous appearance, and complex characteristics. Clinicians typically rely on various diagnostic techniques, including multi-modal medical imaging, to achieve accurate diagnoses. In… read more here.
Keywords: segmentation; modal medical; multi modal; kidney tumor ... See more keywords
Self-Supervised Fusion for Multi-Modal Medical Images via Contrastive Auto-Encoding and Convolutional Information Exchange
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DOI: 10.1109/mci.2022.3223487
Abstract: This paper proposes a self-supervised framework based on a contrastive auto-encoding and convolutional information exchange for multi-modal medical fusion tasks. It is well known that multi-modal medical images have the same and unique features, and… read more here.
Keywords: information; modal medical; exchange; multi modal ... See more keywords
Multi-Modal Medical Image Fusion With Geometric Algebra Based Sparse Representation
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Genetics"
DOI: 10.3389/fgene.2022.927222
Abstract: Multi-modal medical image fusion can reduce information redundancy, increase the understandability of images and provide medical staff with more detailed pathological information. However, most of traditional methods usually treat the channels of multi-modal medical images… read more here.
Keywords: modal medical; multi modal; medical image; geometric algebra ... See more keywords