CV concepts Flashcards

1
Q
A
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2
Q

What is computer vision?

A

Computer vision enables machines to perceive and interpret visual information similar to human vision.

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3
Q

What does computer vision involve?

A

The extraction and analysis of image data from standalone images or video streams.

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4
Q

What are the main capabilities of computer vision?

A

Identifying objects, detecting patterns, and extracting relevant information from images or videos.

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5
Q

What is object detection?

A

The process of scanning images to identify and locate objects of interest.

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6
Q

What techniques are used in object detection?

A

Bounding box detection and semantic segmentation.

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7
Q

What data is retrieved from object detection?

A

Object coordinates, class labels, and confidence scores.

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8
Q

What is object identification?

A

Recognizing individual object instances within an image and assigning unique identifiers.

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9
Q

How does object identification differ from object detection?

A

Object identification distinguishes between different objects of the same type, while detection finds and locates objects.

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10
Q

What tasks does object identification facilitate?

A

Object tracking, counting, and inventory management.

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11
Q

What is motion analysis?

A

Techniques for understanding and interpreting motion-related information from visual data.

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12
Q

What are the key components of motion analysis?

A

Egomotion estimation, object tracking, and optical flow analysis.

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13
Q

What is egomotion estimation?

A

Estimating the movement of a camera or observer in a scene.

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14
Q

What applications use egomotion estimation?

A

Camera stabilization, scene reconstruction, and navigation.

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15
Q

What is object tracking?

A

Tracking the movement of objects over time in video sequences.

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16
Q

What are the applications of object tracking?

A

Surveillance, activity recognition, and augmented reality.

17
Q

What is optical flow analysis?

A

Computing motion vectors of pixels between consecutive video frames.

18
Q

What insights does optical flow analysis provide?

A

Direction and speed of motion within a scene.

19
Q

What are some applications of computer vision?

A

Autonomous vehicles, medical imaging, mapping technologies, and military applications.

20
Q

How do autonomous vehicles use computer vision?

A

For lane detection, pedestrian detection, and obstacle avoidance.

21
Q

What are medical applications of computer vision?

A

Medical imaging analysis, tumor detection, surgical navigation, and patient monitoring.

22
Q

How is computer vision used in mapping technologies?

A

To integrate with geographical data for accurate maps and navigation systems.

23
Q

How is computer vision applied in military scenarios?

A

For target recognition, surveillance, and reconnaissance.

24
Q

What computer vision services does Microsoft Azure provide?

A

Object detection, image classification, and image segmentation.

25
Q

What is face recognition in Microsoft Azure?

A

Detecting and recognizing faces in images for authentication and access control.

26
Q

What is optical character recognition (OCR)?

A

Extracting and recognizing text from images.

27
Q

What are the applications of OCR?

A

Document digitization, form processing, and automated data extraction.

28
Q

How does computer vision impact industries?

A

It enables innovation, efficiency, and growth by enhancing machine perception and analysis.