Diagnostic evaluation of a deep learning model for optical diagnosis of colorectal cancer

[1]  Erratum: Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. , 2020, CA: a cancer journal for clinicians.

[2]  Ying Jin,et al.  Real-time artificial intelligence for detection of upper gastrointestinal cancer by endoscopy: a multicentre, case-control, diagnostic study. , 2019, The Lancet. Oncology.

[3]  M. Gurcan,et al.  Diagnosis of thyroid cancer using deep convolutional neural network models applied to sonographic images: a retrospective, multicohort, diagnostic study. , 2019, The Lancet. Oncology.

[4]  Danail Stoyanov,et al.  Artificial intelligence and computer-aided diagnosis in colonoscopy: current evidence and future directions. , 2019, The lancet. Gastroenterology & hepatology.

[5]  P. Baldi,et al.  Deep Learning Localizes and Identifies Polyps in Real Time With 96% Accuracy in Screening Colonoscopy. , 2018, Gastroenterology.

[6]  T. Berzin,et al.  Development and validation of a deep-learning algorithm for the detection of polyps during colonoscopy , 2018, Nature Biomedical Engineering.

[7]  A. Jemal,et al.  Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries , 2018, CA: a cancer journal for clinicians.

[8]  Hayato Itoh,et al.  Artificial Intelligence-Assisted Polyp Detection for Colonoscopy: Initial Experience. , 2018, Gastroenterology.

[9]  L. Gilissen,et al.  Double-Balloon Endoscopy after Incomplete Colonoscopy and Its Comparison with Computed Tomography Colonography , 2018, Clinical endoscopy.

[10]  Henry Horng-Shing Lu,et al.  Accurate Classification of Diminutive Colorectal Polyps Using Computer-Aided Analysis. , 2017, Gastroenterology.

[11]  Kaiming He,et al.  Focal Loss for Dense Object Detection , 2017, 2017 IEEE International Conference on Computer Vision (ICCV).

[12]  Abhishek Das,et al.  Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization , 2016, 2017 IEEE International Conference on Computer Vision (ICCV).

[13]  Kilian Q. Weinberger,et al.  Densely Connected Convolutional Networks , 2016, 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[14]  Masahiro Oda,et al.  Impact of an automated system for endocytoscopic diagnosis of small colorectal lesions: an international web-based study , 2016, Endoscopy.

[15]  D. Rex,et al.  Regional center for complex colonoscopy: yield of neoplasia in patients with prior incomplete colonoscopy. , 2016, Gastrointestinal endoscopy.

[16]  Jens Keilwagen,et al.  PRROC: computing and visualizing precision-recall and receiver operating characteristic curves in R , 2015, Bioinform..

[17]  Silvia Sanduleanu,et al.  Development and validation of the WASP classification system for optical diagnosis of adenomas, hyperplastic polyps and sessile serrated adenomas/polyps , 2015, Gut.

[18]  Takaya Saito,et al.  The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets , 2015, PloS one.

[19]  Ramazan Mammadov,et al.  Cyclamen graecum ekstraktlarının sıçan alt gastrointestinal sistem üzerindeki etkilerinin histokimyasal olarak araştırılması , 2015 .

[20]  Michael S. Bernstein,et al.  ImageNet Large Scale Visual Recognition Challenge , 2014, International Journal of Computer Vision.

[21]  Geoffrey E. Hinton,et al.  ImageNet classification with deep convolutional neural networks , 2012, Commun. ACM.

[22]  J. GarcíaSánchez [Colonoscopic polypectomy and long-term prevention of colorectal cancer deaths]. , 2012 .

[23]  Mark P Purdue,et al.  Colorectal-cancer incidence and mortality with screening flexible sigmoidoscopy. , 2012, The New England journal of medicine.

[24]  A. Jemal,et al.  Cancer treatment and survivorship statistics, 2012 , 2012, CA: a cancer journal for clinicians.

[25]  A. Zauber,et al.  Colonoscopic Polypectomy and Long-Term Prevention of Colorectal Cancer Deaths , 2012 .

[26]  A. Zauber,et al.  Colonoscopic polypectomy and long-term prevention of colorectal-cancer deaths. , 2012, The New England journal of medicine.

[27]  E. Kliewer,et al.  The reduction in colorectal cancer mortality after colonoscopy varies by site of the cancer. , 2010, Gastroenterology.

[28]  C. Mulder,et al.  Colonic work-up after incomplete colonoscopy: significant new findings during follow-up , 2010, Endoscopy.

[29]  Cancer,et al.  Once-only flexible sigmoidoscopy screening in prevention of colorectal cancer: a multicentre randomised controlled trial , 2010, The Lancet.

[30]  J. Reguła,et al.  Colonoscopy in colorectal-cancer screening for detection of advanced neoplasia. , 2006, The New England journal of medicine.

[31]  R. Capocaccia,et al.  Efficacy in standard clinical practice of colonoscopic polypectomy in reducing colorectal cancer incidence , 2001, Gut.

[32]  D. Lieberman,et al.  Use of colonoscopy to screen asymptomatic adults for colorectal cancer. Veterans Affairs Cooperative Study Group 380. , 2000, The New England journal of medicine.

[33]  R. Newcombe Two-sided confidence intervals for the single proportion: comparison of seven methods. , 1998, Statistics in medicine.

[34]  Ramprasaath R. Selvaraju,et al.  Grad-CAM: Why did you say that? Visual Explanations from Deep Networks via Gradient-based Localization , 2016 .

[35]  K. Chayama,et al.  Computer-aided system for predicting the histology of colorectal tumors by using narrow-band imaging magnifying colonoscopy (with video). , 2012, Gastrointestinal endoscopy.