In this paper, we propose a multimodal deep learning (MMDL) approach to integrate heterogeneous visual features by considering each type of visual feature as one modality for image recognition optimization in internet of things.
With advantages over many of the current modalities used for image guidance during needle biopsies, this system and methodology has the potential to improve our ability to biopsy the increasingly smaller lesions and masses now being identified by many clinical imaging systems.
We have investigated the feasibility of rapid MRI as a modality for image-based guidance in lung radiotherapy.
These needs will drive further integration of hybrid imaging modalities not only for image acquisition, but also equally importantly for image analysis.
In recent years, magnetic resonance imaging (MRI) has become an important modality for neurological image diagnosis.
As a first step in assessing UHROCT as a modality for imaging chicken retinal morphology, UHROCT images and traditional histological micrographs of the same retina were compared.
In addition, US is the best modality for performing imaged guided biopsy, a recent meta-analysis showing that US guided fine needle aspiration cytology is the most accurate modality for detecting cervical lymph node metastases[ 11 ].
When fusing the complementary information obtained from different imaging modalities, there is a need for image registration to integrate anatomical context with functional image information [24].
Medical images utilize several different physical principals or image modalities for is formation.
