Deep Learning for Automated Detection of Cyst and Tumors of the Jaw in Panoramic Radiographs
Hyunwoo Yang; Eun Jo; Hyung Jun Kim; Hyung Jun Kim; In–Ho Cha; Young‐Soo Jung; Woong Nam; Jun‐Young Kim · 2020 · Journal of Clinical Medicine
WASTE classifies this as Negative / Null Result Report · AI classification, approximate
The study found no significant effect — useful as a negative control or null benchmark for your own design.
Abstract
Patients with odontogenic cysts and tumors may have to undergo serious surgery unless the lesion is properly detected at the early stage. The purpose of this study is to evaluate the diagnostic performance of the real-time object detecting deep convolutional neural network You Only Look Once (YOLO) v2-a deep learning algorithm that can both detect and classify an object at the same time-on panoramic radiographs. In this study, 1602 lesions on panoramic radiographs taken from 2010 to 2019 at Yonsei University Dental Hospital were selected as a database. Images were classified and labeled into f
Abstract by Hyunwoo Yang; Eun Jo; Hyung Jun Kim; Hyung Jun Kim; In–Ho Cha; Young‐Soo Jung; Woong Nam; Jun‐Young Kim, Journal of Clinical Medicine (2020) — licensed CC BY 4.0.
About to run something similar?
Run an AI Precheck on your own design to catch failure modes like this one before you spend the time. Your first desk check is free.
Related failures
Accuracy of four intraoral scanners in oral implantology: a comparative in vitro study
Negative / Null Result ReportBioactivity evaluation of three calcium silicate‐based endodontic materials
Negative / Null Result ReportIncidence of impacted mandibular and maxillary third molars-a radiographic study in a Southeast Iran population
Negative / Null Result ReportAnti‐infective therapy of peri‐implantitis with adjunctive local drug delivery or photodynamic therapy: 12‐month outcomes of a randomized controlled clinical trial
Negative / Null Result ReportExploring the genetic basis of chronic periodontitis: a genome-wide association study
Negative / Null Result ReportIn Vitro Biofilm Formation on Titanium and Zirconia Implant Surfaces
WASTE indexes this work — it does not host or republish it. Failure-type classification is automated and approximate.
Metadata source: OpenAlex · DOI 10.3390/jcm9061839
