Adrenal tumor segmentation method for MR images

2018 ◽  
Vol 164 ◽  
pp. 87-100 ◽  
Author(s):  
Mücahid Barstuğan ◽  
Rahime Ceylan ◽  
Semih Asoglu ◽  
Hakan Cebeci ◽  
Mustafa Koplay
Keyword(s):  
Adrenal Tumor ◽  
Tumor Segmentation ◽  
Segmentation Method ◽  
Mr Images

scholarly journals Segmentation of Brain Tumors Using Three-Dimensional Convolutional Neural Network on MRI Images 3D MedImg-CNN

2021 ◽  
Vol 15 (4) ◽  
pp. 0-0
Keyword(s):  
Neural Network ◽  
Convolutional Neural Network ◽  
High Performance ◽  
Three Dimensional ◽  
Tumor Segmentation ◽  
Dice Similarity Coefficient ◽  
Segmentation Method ◽  
Mr Images ◽  
Brain Tumor Segmentation ◽  
Fully Automatic

We consider the problem of fully automatic brain tumor segmentation in MR images containing glioblastomas. We propose a three Dimensional Convolutional Neural Network (3D MedImg-CNN) approach which achieves high performance while being extremely efficient, a balance that existing methods have struggled to achieve. Our 3D MedImg-CNN is formed directly on the raw image modalities and thus learn a characteristic representation directly from the data. We propose a new cascaded architecture with two pathways that each model normal details in tumors. Fully exploiting the convolutional nature of our model also allows us to segment a complete cerebral image in one minute. The performance of the proposed 3D MedImg-CNN with CNN segmentation method is computed using dice similarity coefficient (DSC). In experiments on the 2013, 2015 and 2017 BraTS challenges datasets; we unveil that our approach is among the most powerful methods in the literature, while also being very effective.

AMRSegNet: adaptive modality recalibration network for lung tumor segmentation on multi-modal MR images

2021 ◽  
Author(s):  
Jiaxin Li ◽  
Houjin Chen ◽  
Yanfeng Li ◽  
Yahui Peng ◽  
Naxin Cai ◽  
...  
Keyword(s):  
Lung Tumor ◽  
Tumor Segmentation ◽  
Mr Images

Whole Tumor Segmentation from Brain MR images using Multi-view 2D Convolutional Neural Network

2021 ◽  
Author(s):  
Ritu Lahoti ◽  
Sunil Kumar Vengalil ◽  
Punith B Venkategowda ◽  
Neelam Sinha ◽  
Vinod Veera Reddy
Keyword(s):  
Neural Network ◽  
Convolutional Neural Network ◽  
Tumor Segmentation ◽  
Mr Images ◽  
Brain Mr Images

A Deep Adaptive Convolutional Network for Brain Tumor Segmentation from Multimodal MR Images

2019 ◽  
Author(s):  
Palash Ghosal ◽  
Shanmukha Reddy ◽  
Charan Sai ◽  
Vikas Pandey ◽  
Jayasree Chakraborty ◽  
...  
Keyword(s):  
Brain Tumor ◽  
Tumor Segmentation ◽  
Mr Images ◽  
Convolutional Network ◽  
Brain Tumor Segmentation
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