Pneumonia Detection Methods Quiz

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Questions and Answers

What is the significance of detecting pneumonia and other diseases at early stages?

  • It reduces the chances of survival
  • It has no impact on survival rates
  • It leads to more human casualties
  • It increases the chances of survival (correct)

Which medical imaging technologies are commonly used to determine the presence of diseases like pneumonia?

  • Ultrasound and PET scans
  • ECG and MRI
  • Blood tests and Urinalysis
  • Chest X-ray and CT scans (correct)

What is the main purpose of deep learning techniques in overcoming the shortfall of physicians in rural areas?

  • To replace the need for physicians entirely
  • To provide accurate diagnosis through machine learning (correct)
  • To reduce the accuracy of medical examinations
  • To increase the number of physicians in rural areas

What is the relationship between deep learning and machine learning?

<p>Deep learning is a subset of machine learning (B)</p> Signup and view all the answers

How do deep learning models classify new test images?

<p>By using features learned from dataset images (A)</p> Signup and view all the answers

Why have deep learning techniques drawn attention in recent times?

<p>Due to their ability to read image data and provide accurate results (A)</p> Signup and view all the answers

What technique is mentioned that can help in diagnosing lung diseases and avoiding overfitting?

<p>Early stopping techniques (A)</p> Signup and view all the answers

Which organization is responsible for the publication 'Pneumonia and Diarrhea Progress Report 2020'?

<p>Johns Hopkins Bloomberg School of Public Health (B)</p> Signup and view all the answers

Who authored the paper 'Deep learning in medical image analysis' in 2017?

<p>D. Shen, G. Wu, and H.I. Suk (C)</p> Signup and view all the answers

Which framework uses deep learning models based on chest X-ray images for pneumonia detection?

<p>Deep-pneumonia framework (C)</p> Signup and view all the answers

In which year was the paper 'Survey on deep learning for pulmonary medical imaging' published?

<p>2020 (B)</p> Signup and view all the answers

'Diagnosis of COVID-19 from community acquired pneumonia' was a topic discussed in which paper?

<p>'Dual-sampling attention network' (B)</p> Signup and view all the answers

What is the focus of the study by Podgorelec et al.?

<p>Efficient ensemble for pneumonia identification using deep CNNs (D)</p> Signup and view all the answers

Which study utilized Bayesian convolutional neural network estimation for pediatric pneumonia detection?

<p>V.Fernandes et al. (B)</p> Signup and view all the answers

What was the approach in the study by S.Hasija et al. for detecting COVID-19 and pneumonia?

<p>Detection using only binary classification from chest CT scans (A)</p> Signup and view all the answers

Which study focused on lung nodule detection in CT images?

<p>R.Golan, C.Jacob, and J.Denzinger (B)</p> Signup and view all the answers

Which study utilized pre-trained convolutional neural networks as feature extractors for tuberculosis detection?

<p>U.K.Lopes and J.Valiati (A)</p> Signup and view all the answers

What was the focus of the study by M.Momeny et al.?

<p>Detection of mycobacterium tuberculosis using binary classification (A)</p> Signup and view all the answers

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