… diagnosis of pancreatic cancer from normal tissue with digital imaging processing and pattern recognition based on a support vector machine of EUS images

MM Zhang, H Yang, ZD Jin, JG Yu, ZY Cai… - Gastrointestinal …, 2010 - Elsevier
BACKGROUND:: EUS can detect morphologic abnormalities … imaging processing (DIP)
technique to analyze EUS images of … INTERVENTION:: All patients underwent EUS-guided FNA …

A graph-based approach to automated EUS image layer segmentation and abnormal region detection

X Chen, Y Hu, Z Zhang, B Wang, L Zhang, F Shi… - Neurocomputing, 2019 - Elsevier
… and pattern recognition is … EUS images are first transformed from Cartesian coordinate to
polar coordinate. In this paper, an EUS image of size X × Y is transformed to a polarform image

Digital image analysis of EUS images accurately differentiates pancreatic cancer from chronic pancreatitis and normal tissue

A Das, CC Nguyen, F Li, B Li - Gastrointestinal endoscopy, 2008 - Elsevier
… and pattern recognition of these features have been reported, there are only a few reports of
image analytic techniques applied to EUS… -assisted analysis of images of mediastinal lymph …

A new descriptor for computer-aided diagnosis of EUS imaging to distinguish autoimmune pancreatitis from chronic pancreatitis

J Zhu, L Wang, Y Chu, X Hou, L Xing, F Kong… - Gastrointestinal …, 2015 - Elsevier
… Computer-aided diagnosis of EUS images was quite useful in differentiating pancreatic cancer
EUS image parameters to distinguish autoimmune pancreatitis from chronic pancreatitis. …

Differentiation of pancreatic cancer and chronic pancreatitis using computer-aided diagnosis of endoscopic ultrasound (EUS) images: a diagnostic test

M Zhu, C Xu, J Yu, Y Wu, C Li, M Zhang, Z Jin, Z Li - PloS one, 2013 - journals.plos.org
… Typical EUS images were selected from the sample sets. Texture features were extracted …
Overall, 105 features of 9 categories were extracted from the EUS images for pattern

Techniques of image enhancement in EUS (with videos)

P Fusaroli, A Saftoiu, MG Mancino, G Caletti… - Gastrointestinal …, 2011 - giejournal.org
… examinations, EUS elastography can be performed by using a two-panel image, with the
conventional gray-scale B-mode EUS image on the right and the elastography image on the left …

Neural network analysis of EUS images to differentiate between pancreatic malignancy and pancreatitis

ID Norton, Y Zheng, MS Wiersema, J Greenleaf… - Gastrointestinal …, 2001 - Elsevier
EUS is the most sensitive imaging modality for both conditions, … EUS images and differentiate
malignancy from pancreatitis, and to compare results obtained with this system with EUS

EUS in the detection of early gastric cancer

K Yasuda - Gastrointestinal endoscopy, 2002 - giejournal.org
… an irregular area pattern. D, EUS image shows the lesion to be limited to the mucosa. … For
this purpose, the development of automatic pattern recognition systems is required. It seems …

Artificial intelligence: The new wave of innovation in EUS

E Liu, MS Bhutani, S Sun - Endoscopic Ultrasound, 2021 - journals.lww.com
… as a separating hyperplane to complete the pattern recognition. Compared with ANNs, SVMs
… of AI in EUS imaging. Hence, the concept of digital analysis of EUS images is not that new …

Current status of artificial intelligence analysis for endoscopic ultrasonography

T Kuwahara, K Hara, N Mizuno, S Haba… - Digestive …, 2021 - Wiley Online Library
EUS images. In this study, about 4000 EUS images were collected, and around 500 000
images … as a navigator during the EUS procedure by recognizing the location from EUS images. …