Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

What is image segmentation?

πŸ’‘ Hint: Think about how we can separate different parts of an image.

Question 2

Easy

What is semantic segmentation?

πŸ’‘ Hint: Consider examples where you don't need to differentiate between the same type of objects.

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Interactive Quizzes

Engage in quick quizzes to reinforce what you've learned and check your comprehension.

Question 1

What does image segmentation do?

  • Group pixels of the same color
  • Divide an image into segments
  • Enhance image quality

πŸ’‘ Hint: Consider the overall purpose of separating different parts of an image.

Question 2

True or False: Instance segmentation distinguishes between individual objects of the same class.

  • True
  • False

πŸ’‘ Hint: Think about how you would identify multiple items of the same type.

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Challenge Problems

Push your limits with challenges.

Question 1

Given a set of images containing multiple instances of cars and pedestrians, explain how you would apply semantic and instance segmentation to those images. Which model would you choose and why?

πŸ’‘ Hint: Consider the specifics of how you would need to approach the classification and identification.

Question 2

Design a practical application that benefits from using both U-Net and DeepLab. Describe what the application is and how the models would be integrated.

πŸ’‘ Hint: Think about how these models serve different, yet complementary, needs in a real-world scenario.

Challenge and get performance evaluation