Computer-aided diagnosis of lung carcinoma using deep learning - a pilot study

03/14/2018
by   Zhang Li, et al.
0

Aim: Early detection and correct diagnosis of lung cancer are the most important steps in improving patient outcome. This study aims to assess which deep learning models perform best in lung cancer diagnosis. Methods: Non-small cell lung carcinoma and small cell lung carcinoma biopsy specimens were consecutively obtained and stained. The specimen slides were diagnosed by two experienced pathologists (over 20 years). Several deep learning models were trained to discriminate cancer and non-cancer biopsies. Result: Deep learning models give reasonable AUC from 0.8810 to 0.9119. Conclusion: The deep learning analysis could help to speed up the detection process for the whole-slide image (WSI) and keep the comparable detection rate with human observer.

READ FULL TEXT

page 18

page 21

research
05/26/2017

Deep Learning for Lung Cancer Detection: Tackling the Kaggle Data Science Bowl 2017 Challenge

We present a deep learning framework for computer-aided lung cancer diag...
research
11/17/2022

Machine Learning-Assisted Recurrence Prediction for Early-Stage Non-Small-Cell Lung Cancer Patients

Background: Stratifying cancer patients according to risk of relapse can...
research
05/30/2022

Zero-Shot and Few-Shot Learning for Lung Cancer Multi-Label Classification using Vision Transformer

Lung cancer is the leading cause of cancer-related death worldwide. Lung...
research
04/29/2021

Lung Cancer Diagnosis Using Deep Attention Based on Multiple Instance Learning and Radiomics

Early diagnosis of lung cancer is a key intervention for the treatment o...
research
02/22/2021

Interpretative Computer-aided Lung Cancer Diagnosis: from Radiology Analysis to Malignancy Evaluation

Background and Objective:Computer-aided diagnosis (CAD) systems promote ...
research
10/19/2022

Computer-Aided Cancer Diagnosis via Machine Learning and Deep Learning: A comparative review

The past years have seen a considerable increase in cancer cases. Howeve...

Please sign up or login with your details

Forgot password? Click here to reset