CV tasks Flashcards

1
Q

What is the goal of Image Classification in computer vision?

A

Image Classification assigns a single label to an entire image, identifying its primary content or category.

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2
Q

What does Object Detection achieve in vision tasks?

A

Object Detection identifies and localizes multiple objects within an image by drawing bounding boxes around them.

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3
Q

What is the purpose of Semantic Segmentation in vision tasks?

A

Semantic Segmentation assigns a class label to each pixel in an image, segmenting it into regions based on content.

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4
Q

What distinguishes Instance Segmentation from Semantic Segmentation?

A

Instance Segmentation not only labels pixels but also differentiates between distinct instances of the same object class.

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5
Q

What is Panoptic Segmentation, and how is it unique?

A

Panoptic Segmentation combines semantic and instance segmentation, labeling all pixels while distinguishing object instances.

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6
Q

What is the objective of Pose Estimation in computer vision?

A

Pose Estimation predicts the positions of key body joints or landmarks, often for human or object poses in images or videos.

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7
Q

What does Face Recognition accomplish in vision tasks?

A

Face Recognition identifies or verifies individuals based on facial features extracted from images or videos.

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8
Q

What is the goal of Image Generation in computer vision?

A

Image Generation creates new images from learned data distributions, often using generative models like GANs.

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9
Q

What does Anomaly Detection focus on in vision tasks?

A

Anomaly Detection identifies unusual or rare patterns in images, often used in defect detection or surveillance.

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10
Q

What is Depth Estimation in computer vision?

A

Depth Estimation predicts the distance of objects in an image from the camera, producing a depth map for 3D understanding.

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