5. Recognition

Image Classification — Quiz

Test your understanding of image classification with 5 practice questions.

Practice Questions

Question 1

Which of the following is a common approach for image classification that relies on handcrafted features?

Question 2

What is the primary advantage of using Convolutional Neural Networks (CNNs) for image classification compared to traditional feature-based methods?

Question 3

In a typical CNN training pipeline for image classification, what is the purpose of the 'forward pass'?

Question 4

What is 'transfer learning' in the context of image classification?

Question 5

Which evaluation metric is most suitable for an image classification model when the classes are heavily imbalanced (e.g., 95% 'cat' images, 5% 'dog' images)?