Automated colorectal polyp detection based on image enhancement and dual-path CNN architecture

2022 ◽  
Vol 73 ◽  
pp. 103465
Author(s):  
J.S. Nisha ◽  
Varun P. Gopi ◽  
P. Palanisamy
2021 ◽  
Vol 41 (01) ◽  
pp. 087-095
Author(s):  
Ingrid Chaves de Souza Borges ◽  
Natália Costa Resende Cunha ◽  
Amanda Marsiaj Rassi ◽  
Marcela Garcia de Oliveira ◽  
Jacqueline Andréia Bernardes Leão-Cordeiro ◽  
...  

Abstract Objective This metanalysis aimed to evaluate the sensitivity and specificity of computed tomography colonography in colorectal polyp detection. Methods A literature search was performed in the PubMed and Web of Science databases. Results A total of 1,872 patients (males 57.2%, females 42.8%) aged 49 to 82 years old (mean age 59.7 ± 5.3 years) were included in this metanalysis. The estimated sensitivity of computed tomography colonography was 88.4% (46.3–95.7%, coefficient of variation [CV] = 28.5%) and the estimated specificity was 73.6% (47.4–100.0%, CV = 37.5%). For lesions up to 9 mm, the sensitivity was 82.5% (62.0–99.9%, CV = 25.1%) and the specificity was 79.2% (32.0–98.0%, CV = 22.9%). For lesions > 9 mm, the sensitivity was 90.2% (64.0–100.0%, CV = 7.4%) and the specificity was 94.7% (80.0–100.0%, CV = 6.2%). No statistically significant differences in sensitivity according to the size of the lesion were found (p = 0.0958); however, the specificity was higher for lesions > 9 mm (p < 0.0001). Conclusions Most of the studies analyzed in the present work were conducted before 2010, which is about a decade after computed tomography colonography started being indicated as a screening method by European and American guidelines. Therefore, more studies aimed at analyzing the technique after further technological advancements are necessary, which could lead to the development of more modern devices.


2019 ◽  
Vol 7 (1) ◽  
pp. 125-129 ◽  
Author(s):  
Taku Sakamoto ◽  
Raji Ramaraj ◽  
Yutaka Tomizawa ◽  
Hourin Cho ◽  
Takahisa Matsuda ◽  
...  

2019 ◽  
Vol 07 (11) ◽  
pp. E1448-E1454
Author(s):  
Taku Sakamoto ◽  
Yutaka Tomizawa ◽  
Hourin Cho ◽  
Hiroyuki Takamaru ◽  
Masau Sekiguchi ◽  
...  

Abstract Background and study aims Linked color imaging (LCI), a newly developed optical modality, enhances mucosal surface contrast. We aimed to evaluate the efficacy and feasibility of insertion-phase LCI in terms of additional benefit of colorectal polyp detection over that obtained with white light imaging (WLI). Patients and methods We consecutively enrolled eligible patients from November 2017 to June 2018. During colonoscopy, LCI or WLI was alternatively applied on scope insertion and LCI was applied on scope withdrawal. Patients were divided into two groups according to the protocolized difference of imaging modality used in the scope insertion phase (LCI and WLI groups). Group differences in clinical outcomes were evaluated. Results A total of 138 patients were enrolled in this study, with equal numbers of patients assigned to the LCI and WLI groups. Most of the lesions located in the proximal colon were detected during the withdrawal phase, without a difference in proportions between the two groups. However, in the LCI group, eight of 49 lesions (16 %) located in the sigmoid and rectosigmoid colon were only detected during the insertion phase, and no such lesions (0 %) were detected during the insertion phase in the WLI group (P = 0.045). Conclusions This study showed the efficacy and feasibility of LCI in improving colorectal polyp detection in the sigmoid colon, especially during insertion. Further studies are warranted to validate the results of our single-center study.


2012 ◽  
Vol 75 (4) ◽  
pp. AB423
Author(s):  
Toshio Uraoka ◽  
Shinji Tanaka ◽  
Shiro Oka ◽  
Yutaka Saito ◽  
Takahisa Matsuda ◽  
...  

2015 ◽  
Vol 57 (3) ◽  
pp. 480-485 ◽  
Author(s):  
J. J. Tjalma ◽  
P. B. Garcia-Allende ◽  
E. Hartmans ◽  
A. G. Terwisscha van Scheltinga ◽  
W. Boersma-van Ek ◽  
...  

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