Improved accuracy in optical diagnosis of colorectal polyps using convolutional neural networks with visual explanations

EH Jin, D Lee, JH Bae, HY Kang, MS Kwak, JY Seo… - Gastroenterology, 2020 - Elsevier
… for evaluation of diminutive colorectal polyps, based on efficient … of diminutive (≤5 mm)
polyps, collected from October 2015 … adenomatous polyps and 1050 hyperplastic polyps from …

Visual explanations for polyp detection: How medical doctors assess intrinsic versus extrinsic explanations

S Hicks, A Storås, MA Riegler, C Midoglu, M Hammou… - Plos one, 2024 - journals.plos.org
… recognize the usefulness of visual explanations for deep learning-based computer vision
models, but limited understanding and reasoning behind an explanation may lead to …

Looking under the hood: Deep neural network visualization to interpret whole-slide image analysis outcomes for colorectal polyps

B Korbar, AM Olofson, AP Miraflor… - Proceedings of the …, 2017 - openaccess.thecvf.com
colorectal polyps in whole-slide images relies on a pre-trained deeplearning model for
colorectal polypcolorectal polyps: hyperplastic polyp, sessile serrated polyp, traditional serrated …

Positive-gradient-weighted object activation mapping: visual explanation of object detector towards precise colorectal-polyp localisation

H Itoh, M Misawa, Y Mori, SE Kudo, M Oda… - International Journal of …, 2022 - Springer
polyp activation mapping to achieve precise polyp localisation by integrating adaptive local
thresholding into object activation mapping. We experimentally evaluate the proposed visual

Conspicuity of colorectal polyps at CT colonography: visual assessment, CAD performance, and the important role of polyp height

RM Summers, SM Frentz, J Liu, J Yao, L Brown… - Academic radiology, 2009 - Elsevier
… conspicuity of polyps on … ' visual assessment of polyp conspicuity to quantitative image
features and show the relationship between visual conspicuity and the detection of colonic polyps

[HTML][HTML] Automatic image and text-based description for colorectal polyps using BASIC classification

R Fonolla, QEW van der Zander, RM Schreuder… - Artificial Intelligence in …, 2021 - Elsevier
Colorectal polyps (CRP) are precursor lesions of colorectal cancer (CRC). Correct
identification of CRPs during in-vivo colonoscopy is supported by the endoscopist's expertise and …

Computer-Aided diagonosis for colorectal cancer using deep learning with visual explanations

K Choi, SJ Choi, ES Kim - … of the IEEE engineering in Medicine …, 2020 - ieeexplore.ieee.org
… of colorectal neoplasms are well-accepted colorectal cancer … (CAD) system of colorectal
adenoma. We collected and divided … distinguish the pathology of colorectal adenoma, yielding …

[HTML][HTML] Optical diagnosis of colorectal polyp images using a newly developed computer-aided diagnosis system (CADx) compared with intuitive optical diagnosis

QEW van der Zander, RM Schreuder, R Fonollà… - …, 2021 - thieme-connect.com
… Grad-CAM: Visual explanations from deep networks via gradient-based localization.
Proceedings of the IEEE International Conference on Computer Vision (ICCV); 2017 Oct 22–29; …

An interpretable deep neural network for colorectal polyp diagnosis under colonoscopy

S Wang, Y Yin, D Wang, Z Lv, Y Wang, Y Jin - Knowledge-based systems, 2021 - Elsevier
colorectal polyps only focus on one aspect of polyp detection, polyp classification, and polyp
… Moreover, we use Shapley additive explanations for colorectal polyp diagnosis to provide …

An advanced diagnostic ColoRectalCADx utilises CNN and unsupervised visual explanations to discover malignancies

ASN Raju, K Jayavel, T Rajalakshmi - Neural Computing and Applications, 2023 - Springer
colorectal polyps from colonoscopy images. The development of CADx systems that allow
real-time detection of colorectal polyps … the difficulties of identifying colorectal polyps (CNNs). …