Automated histological classification for digital pathology images of colonoscopy specimen via deep learning
Colonoscopy is an effective tool to detect colorectal lesions and needs the support of
pathological diagnosis. This study aimed to develop and validate deep learning models that …
pathological diagnosis. This study aimed to develop and validate deep learning models that …
Detection of colorectal adenocarcinoma and grading dysplasia on histopathologic slides using deep learning
J Kim, N Tomita, AA Suriawinata… - The American Journal of …, 2023 - Elsevier
Colorectal cancer (CRC) is one of the most common types of cancer among men and
women. The grading of dysplasia and the detection of adenocarcinoma are important …
women. The grading of dysplasia and the detection of adenocarcinoma are important …
Tissue classification and diagnosis of colorectal cancer histopathology images using deep learning algorithms. Is the time ripe for clinical practice implementation?
Colorectal cancer is one of the most prevalent types of cancer, with histopathologic
examination of biopsied tissue samples remaining the gold standard for diagnosis. During …
examination of biopsied tissue samples remaining the gold standard for diagnosis. During …
Multi-task deep learning for colon cancer grading
Automated cancer grading is an important subject of study in digital pathology. In this paper,
we introduce a multi-task learning approach to analyze digitized pathology images. The …
we introduce a multi-task learning approach to analyze digitized pathology images. The …
Deep learning models for poorly differentiated colorectal adenocarcinoma classification in whole slide images using transfer learning
M Tsuneki, F Kanavati - Diagnostics, 2021 - mdpi.com
Colorectal poorly differentiated adenocarcinoma (ADC) is known to have a poor prognosis
as compared with well to moderately differentiated ADC. The frequency of poorly …
as compared with well to moderately differentiated ADC. The frequency of poorly …
Prediction of the histology of colorectal neoplasm in white light colonoscopic images using deep learning algorithms
The treatment plan of colorectal neoplasm differs based on histology. Although new
endoscopic imaging systems have been developed, there are clear diagnostic thresholds …
endoscopic imaging systems have been developed, there are clear diagnostic thresholds …
Automated classification of colorectal neoplasms in white-light colonoscopy images via deep learning
Background: Classification of colorectal neoplasms during colonoscopic examination is
important to avoid unnecessary endoscopic biopsy or resection. This study aimed to develop …
important to avoid unnecessary endoscopic biopsy or resection. This study aimed to develop …
HunCRC: annotated pathological slides to enhance deep learning applications in colorectal cancer screening
Histopathology is the gold standard method for staging and grading human tumors and
provides critical information for the oncoteam's decision making. Highly-trained pathologists …
provides critical information for the oncoteam's decision making. Highly-trained pathologists …
A promising deep learning-assistive algorithm for histopathological screening of colorectal cancer
C Ho, Z Zhao, XF Chen, J Sauer, SA Saraf… - Scientific reports, 2022 - nature.com
Colorectal cancer is one of the most common cancers worldwide, accounting for an annual
estimated 1.8 million incident cases. With the increasing number of colonoscopies being …
estimated 1.8 million incident cases. With the increasing number of colonoscopies being …
Automatic anatomical classification of colonoscopic images using deep convolutional neural networks
H Saito, T Tanimoto, T Ozawa, S Ishihara… - Gastroenterology …, 2021 - academic.oup.com
Background A colonoscopy can detect colorectal diseases, including cancers, polyps, and
inflammatory bowel diseases. A computer-aided diagnosis (CAD) system using deep …
inflammatory bowel diseases. A computer-aided diagnosis (CAD) system using deep …
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