Automatic detection of tuberculosis bacilli from microscopic sputum smear images using deep learning methods
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Abstract
References (27)
ImageNet Classification with Deep Convolutional Neural Networks
2012 • 67,909 citations
A Threshold Selection Method from Gray-Level Histograms
1979 • 39,466 citations
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
2015 • 16,615 citations
Understanding the difficulty of training deep feedforward neural networks
2010 • 11,866 citations
Classification of Mycobacterium tuberculosis in Images of ZN-Stained Sputum Smears
2009 • 116 citations
Parameter-Free Fast Pixelwise Non-Local Means Denoising
2014 • 72 citations
Image processing techniques for identifying Mycobacterium tuberculosis in Ziehl-Neelsen stains.
2008 • 70 citations
Automated Tuberculosis Diagnosis Using Fluorescence Images from a Mobile Microscope
2012 • 68 citations
Segmentation and classification of tuberculosis bacilli from ZN-stained sputum smear images
2009 • 61 citations
A Review of Automatic Methods Based on Image Processing Techniques for Tuberculosis Detection from Microscopic Sputum Smear Images
2015 • 61 citations
Image processing and neural computing used in the diagnosis of tuberculosis
1998 • 58 citations
Automatic identification of mycobacterium tuberculosis with conventional light microscopy
2008 • 56 citations
The Automated Identification of Tubercle Bacilli using Image Processing and Neural Computing Techniques
1998 • 54 citations
Automated detection of tuberculosis in Ziehl‐Neelsen‐stained sputum smears using two one‐class classifiers
2009 • 53 citations
Random forest-based tuberculosis bacteria classification in images of ZN-stained sputum smear samples
2014 • 51 citations
Automatic identification of mycobacterium tuberculosis from ZN-stained sputum smear: Algorithm and system design
2010 • 49 citations
Detection and Quantification of Bacilli and Clusters Present in Sputum Smear Samples: A Novel Algorithm for Pulmonary Tuberculosis Diagnosis
2009 • 44 citations
Automatic identification of tuberculosis mycobacterium
2015 • 38 citations
A new algorithm for automatic assessment of the degree of TB-infection using images of ZN-stained sputum smear
2010 • 36 citations
Automatic classification of light field smear microscopy patches using Convolutional Neural Networks for identifying mycobacterium tuberculosis
2017 • 32 citations
A genetic algorithm-neural network approach for Mycobacterium tuberculosis detection in Ziehl-Neelsen stained tissue slide images
2010 • 29 citations
A sputum smear microscopy image database for automatic bacilli detection in conventional microscopy
2014 • 25 citations
Separation of overlapping bacilli in microscopic digital TB images
2014 • 25 citations
Mycobacterium tuberculosis recognition with conventional microscopy
2012 • 23 citations
An adoption model describing clinician’s acceptance of automated diagnostic system for tuberculosis
2016 • 13 citations
A hybrid approach to diagnosis of tuberculosis from sputum
2016 • 13 citations
Segmentation of touching mycobacterium tuberculosis from Ziehl-Neelsen stained sputum smear images
2015 • 1 citations