Computer Knowledge
Digital Image Processing
2,042 Questions
Digital image processing involves manipulating digital images through various algorithms to enhance their visual quality or extract information. Key concepts include noise reduction, high dynamic range imaging, color correction, and sharpening techniques. These concepts are essential for computer science exams and technical certifications.
Color management systemsNoise reduction techniquesHDR image combiningImage sharpening techniquesAlpha matting process
Digital Image Processing Questions
Which sharpening technique is suitable for underwater images with significant noise or grain, such as images taken in low-light conditions?
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Unsharp Mask
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High-pass filter
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Median filter
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Gaussian blur
C
Correct answer
Explanation
Median filter is a suitable sharpening technique for underwater images with significant noise or grain, such as images taken in low-light conditions. It helps reduce noise and grain while preserving edges and details, resulting in a cleaner and sharper image.
Which of the following is not a type of noise reduction filter in Adobe Photoshop?
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Median filter
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Gaussian blur filter
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Dust and scratches filter
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Despeckle filter
C
Correct answer
Explanation
The Dust and scratches filter is not a noise reduction filter, but rather a filter used to remove dust and scratches from images.
What is the most important thing to remember when using noise reduction software?
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Use the software sparingly.
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Apply the software to the entire image.
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Use the software only on areas of the image with noise.
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None of the above.
A
Correct answer
Explanation
Noise reduction software should be used sparingly, as it can reduce image sharpness and detail if overused.
Which of the following is not a common type of noise reduction filter in Adobe Photoshop?
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Median filter
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Gaussian blur filter
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Dust and scratches filter
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Despeckle filter
C
Correct answer
Explanation
The Dust and scratches filter is not a noise reduction filter, but rather a filter used to remove dust and scratches from images.
Which of the following is a common image enhancement technique used to improve the contrast of an image?
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Histogram Equalization
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Edge Detection
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Image Segmentation
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Color Correction
A
Correct answer
Explanation
Histogram equalization is a technique that redistributes the intensity values of an image to enhance the contrast and make the image more visually appealing.
What is the process of dividing an image into multiple regions with similar characteristics called?
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Image Segmentation
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Image Classification
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Image Filtering
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Image Restoration
A
Correct answer
Explanation
Image segmentation is the process of dividing an image into multiple regions with similar characteristics, such as color, texture, or shape.
Which of the following is a common edge detection operator used to identify boundaries in an image?
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Sobel Operator
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Canny Edge Detector
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Prewitt Operator
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Roberts Cross Operator
B
Correct answer
Explanation
The Canny edge detector is a popular edge detection operator that uses a multi-stage algorithm to identify and enhance edges in an image.
What is the process of removing noise from an image called?
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Image Denoising
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Image Enhancement
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Image Restoration
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Image Segmentation
A
Correct answer
Explanation
Image denoising is the process of removing noise from an image while preserving the important features and details.
Which of the following is a common image restoration technique used to remove blur from an image?
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Wiener Filter
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Median Filter
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Gaussian Filter
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Unsharp Masking
A
Correct answer
Explanation
The Wiener filter is a linear filter used for image restoration that aims to minimize the mean square error between the restored image and the original image.
What is the process of extracting meaningful information from an image called?
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Image Analysis
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Image Processing
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Image Enhancement
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Image Restoration
A
Correct answer
Explanation
Image analysis is the process of extracting meaningful information from an image, such as object detection, feature extraction, and classification.
Which of the following is a common image classification technique used to assign labels to pixels in an image?
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Support Vector Machines (SVM)
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K-Nearest Neighbors (KNN)
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Decision Trees
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Random Forests
A
Correct answer
Explanation
Support Vector Machines (SVM) is a powerful machine learning algorithm commonly used for image classification tasks.
What is the process of transforming an image into a numerical representation called?
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Image Digitization
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Image Enhancement
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Image Restoration
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Image Analysis
A
Correct answer
Explanation
Image digitization is the process of converting an analog image into a digital representation, typically by sampling the image at regular intervals and assigning numerical values to each pixel.
Which of the following is a common image compression technique used to reduce the size of an image without losing significant information?
A
Correct answer
Explanation
JPEG (Joint Photographic Experts Group) is a widely used image compression technique that achieves high compression ratios while maintaining a good level of image quality.
What is the process of combining multiple images taken from different angles or positions to create a single panoramic image called?
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Image Stitching
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Image Fusion
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Image Registration
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Image Enhancement
A
Correct answer
Explanation
Image stitching is the process of combining multiple images taken from different angles or positions to create a single panoramic image.
Which of the following is a common image registration technique used to align two or more images?
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Cross-Correlation
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Mutual Information
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Normalized Cross-Correlation (NCC)
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Sum of Squared Differences (SSD)
C
Correct answer
Explanation
Normalized Cross-Correlation (NCC) is a widely used image registration technique that measures the similarity between two images by calculating the correlation coefficient between their pixel intensities.