Neural Network for Classification of Focal Liver Lesions in Ultrasound Images

2001 ◽  
pp. 355-378
Author(s):  
H. Yoshida
Keyword(s):  
Neural Network ◽  
Focal Liver Lesions ◽  
Ultrasound Images ◽  
Liver Lesions

Impact of Modified Anisotropic Diffusion–based Enhancement Method in Computer-Aided Classification of Focal Liver Lesions

2016 ◽  
Vol 39 (2) ◽  
pp. 96-107 ◽  
Author(s):  
Deepti Mittal
Keyword(s):  
Anisotropic Diffusion ◽  
Ultrasound Image ◽  
Focal Liver Lesions ◽  
P Value ◽  
Ultrasound Images ◽  
Liver Lesions ◽  
Computer Aided ◽  
Enhancement Method ◽  
The Impact

This work is presented with the objective to assess quantitatively the impact of modified anisotropic diffusion–based enhancement method of Mittal et al. in computer-aided classification of focal liver lesions. This assessment was made before and after enhancement of clinically acquired ultrasound images with the comparison of (a) discrimination capability of radiologically important texture contrast feature using box plot and p-value statistics and (b) test results of designed computer-aided classification schemes to detect/classify focal liver tissues using receiver operating characteristic curves. The results reveal that the application of enhancement method on clinically acquired ultrasound image may effectively improve the confidence of clinicians/radiologists in computer-aided diagnostic solutions to detect and classify focal liver lesions.

Mo1935 Using Contrast-Enhanced Ultrasonography (CEUS) Time-Intensity Curves (TICs) as Classifiers in Neural Network Diagnosis of Focal Liver Lesions

2012 ◽  
Vol 142 (5) ◽  
pp. S-1004 ◽  
Author(s):  
Costin T. Streba ◽  
Dan Ionut Gheonea ◽  
Larisa D. Sandulescu ◽  
Liliana Streba ◽  
Tudorel Ciurea ◽  
...  
Keyword(s):  
Neural Network ◽  
Focal Liver Lesions ◽  
Liver Lesions ◽  
Contrast Enhanced ◽  
Contrast Enhanced Ultrasonography ◽  
Network Diagnosis

scholarly journals Classification of Hepatocellular Carcinoma and Liver Abscess by Applying Neural Network to Ultrasound Images

2020 ◽  
Vol 32 (8) ◽  
pp. 2659
Author(s):  
Sendren Sheng-Dong Xu ◽  
Chun-Chao Chang ◽  
Chien-Tien Su ◽  
Pham Quoc Phu ◽  
Tifany Inne Halim ◽  
...  
Keyword(s):  
Neural Network ◽  
Hepatocellular Carcinoma ◽  
Liver Abscess ◽  
Ultrasound Images

Tensor-based sparse representations of multi-phase medical images for classification of focal liver lesions

2020 ◽  
Vol 130 ◽  
pp. 207-215 ◽  
Author(s):  
Jian Wang ◽  
Jing Li ◽  
Xian-Hua Han ◽  
Lanfen Lin ◽  
Hongjie Hu ◽  
...  
Keyword(s):  
Medical Images ◽  
Sparse Representations ◽  
Focal Liver Lesions ◽  
Liver Lesions ◽  
Multi Phase
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