Diagnosis of ulcerative colitis from endoscopic images based on deep learning

X Luo, J Zhang, Z Li, R Yang - Biomedical Signal Processing and Control, 2022 - Elsevier
… To improve the diagnosis and classification performance of endoscopic images of patients
with ulcerative colitis, we added the TTA data augmentation method to the experiment. …

Development and validation of a deep neural network for accurate evaluation of endoscopic images from patients with ulcerative colitis

K Takenaka, K Ohtsuka, T Fujii, M Negi, K Suzuki… - Gastroenterology, 2020 - Elsevier
endoscopic images and biopsy results from an endoscopic … all previous endoscopic images
and specific images of … We reviewed 57,543 endoscopic images from 2012 consecutive …

Fully automated endoscopic disease activity assessment in ulcerative colitis

H Yao, K Najarian, J Gryak, S Bishu, MD Rice… - … Endoscopy, 2021 - Elsevier
images in endoscopic videos to identify portions of videos suitable for disease severity
assessments. Real-world unaltered endoscopic video is composed of a large fraction of images

Artificial intelligence enabled automated diagnosis and grading of ulcerative colitis endoscopy images

RT Sutton, OR Zai͏̈ane, R Goebel, DC Baumgart - Scientific reports, 2022 - nature.com
… In comparing ulcerative colitis with non-ulcerative colitis endoscopic pathologies, all four
of our CNN models achieved very high predictive accuracy in all experiments. Table 3 shows …

[HTML][HTML] Autofluorescence imaging endoscopy for identification and assessment of inflammatory ulcerative colitis

T Osada, A Arakawa, N Sakamoto… - World journal of …, 2011 - ncbi.nlm.nih.gov
… Comparison of seven endoscopic ulcerative colitis features on white light imaging and the
… on autofluorescence imaging. The green color component on autofluorescence imaging is …

Confocal endomicroscopy in patients with ulcerative colitis

O Watanabe, T Ando, O Maeda… - Journal of …, 2008 - Wiley Online Library
ulcerative colitis (UC) using confocal endoscopy and investigated the features of confocal
endomicroscopic images of … images of the rectal mucosa in patients with ulcerative colitis (UC) …

Using artificial intelligence to identify patients with ulcerative colitis in endoscopic and histologic remission

AK Holmer, PS Dulai - Gastroenterology, 2020 - gastrojournal.org
… neural network for accurate evaluation of endoscopic images from patients with ulcerative
colitis. … These results suggest that using endoscopic images alone, the DNUC can reliably and …

Evaluation of the severity of ulcerative colitis using endoscopic dual red imaging targeting deep vessels

M Naganuma, N Yahagi, R Bessho… - Endoscopy …, 2017 - thieme-connect.com
… the endoscopic usefulness of white light imaging in predicting clinical outcomes using
endoscopic … A previous study indicated that a Mayo endoscopic score of 0 (complete endoscopic

Advanced endoscopic imaging for dysplasia surveillance in ulcerative colitis

T Bessissow, R Bisschops - Expert Review of Gastroenterology & …, 2013 - Taylor & Francis
endoscopic imaging useful for dysplasia surveillance in longstanding ulcerative colitis
patients. … This review will provide a comprehensive approach to advanced endoscopic imaging

[HTML][HTML] Endocytoscopic narrow-band imaging efficiency for evaluation of inflammatory activity in ulcerative colitis

Y Maeda, K Ohtsuka, S Kudo, K Wakamura… - World Journal of …, 2015 - ncbi.nlm.nih.gov
… The conventional endoscopic images were classified according to the Mayo … conventional
endoscopic images from the target area were randomly allocated. The EC-NBI images were …