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(Concept, Relationship, Effect on Image Quality & Usability,…
Concept
Relationship
Effect on Image Quality & Usability
Literature
Image Resolution
Higher resolution → More pixels
Sharper images and better detail
Gonzalez & Woods (2018)
Spatial Resolution
More pixels per image
Improves object recognition and analysis
Szeliski (2022)
Intensity Levels (Bit Depth)
Higher bit depth → More gray/color levels
Better brightness and smoother image appearance
Pratt (2007)
Sampling
Determines spatial resolution
Reduces loss of image detail
Gonzalez & Woods (2018)
Quantization
Determines intensity levels
Higher levels reduce quantization errors
Jain (1989)
Image Quality
Depends on resolution and intensity levels
Enhances visualization and processing accuracy
Sonka et al. (2015)
Image Usability
Better image quality → Better analysis
Improves detection, recognition, and decision-making
Goodfellow et al. (2016)