A novel solution of deep learning for endoscopic ultrasound image segmentation: enhanced computer aided diagnosis of gastrointestinal stromal tumor

A Novel Fuzzy-C Means Image Segmentation Model for MRI Brain Tumor Diagnosis

Accurate segmentation of brain tumor plays a key role in the diagnosis of brain tumor. Preset and precise diagnosis of Magnetic Resonance Imaging (MRI) brain tumor is enormously significant for medical analysis. During the last years many methods have been proposed. In this research, a novel fuzzy approach has been proposed to classify a given MRI brain image as normal or cancer label and the i...

Endoscopic ultrasound-guided therapy of a gastrointestinal stromal tumor (GIST).

A 90-year-old man was admitted to our hospital because of recurrent upper gastrointestinal bleeding due to a 5-cm gastrointestinal stromal tumor (GIST) in the lesser curve of the stomach (●" Fig.1). After conventional endoscopic sclerotherapy failed to achieve a response, and because of the patient’s condition, it was decided to perform endoscopic ultrasound (EUS)-guided therapy. The lesion was...

Deep Learning and Computer-Aided Diagnosis for Medical Image Processing: A Personal Perspective

Image-Enhanced Endoscopy for Diagnosis and Treatment of Gastrointestinal Tumor

Sir, the recent report on mage-enhanced endoscopy for diagnosis and treatment of gastrointestinal tumor is very interesting.1 Kim and Ku1 noted that the usefulness of these image enhanced endoscopy has not been proven yet, although there are several studies reporting diagnostic superiority of these new imaging methods over white light endoscopy. In fact, the new image-enhanced endoscopy has sev...

Deep Learning based Computer Aided Diagnosis System for Breast Mammograms

In this paper, a framework has been presented by using a combination of deep Convolutional Neural Network (CNN) with Support Vector Machine (SVM). Proposed method first perform preprocessing to resize the image so that it can be suitable for CNN and perform enhancement quality of the images can be enhanced. Deep Convolutional Neural Network (CNN) has been used for features extraction and classi...