2. [Vector Quantization] Please consider the 4 pixel by 4 pixel image below: 202,118,148 237,141,151 250,172,164 239, 166, 169 122,36,41 175,53,18 228,43,118 233, 134,60 70,49,62 86,49,35 150,39,43 169,56,58 151, 132, 233 169, 135,244 179,135,244 174,139,244 The table contains the RGB values of the sixteen pixels. All RGB values are in 8-bit, i.e. from 0 to 255. We intend to quantize the image into 4 levels of color via K-means clustering. a) Assuming we have initial quantization levels of (70,70,70), (120,120,120), (155,155,155), (255,255,255) and use Euclidean distance as a measurement of error calculate the result of the first step of the K-means clustering operation. This includes which quantization level each of the pixels will be quantized to, and what the modified quantization vector would be after the first adjustment. b) Compute a reasonable final set of quantization levels for the image. You can use any programming language you are familiar with.
2. [Vector Quantization] Please consider the 4 pixel by 4 pixel image below: 202,118,148 237,141,151 250,172,164 239, 166, 169 122,36,41 175,53,18 228,43,118 233, 134,60 70,49,62 86,49,35 150,39,43 169,56,58 151, 132, 233 169, 135,244 179,135,244 174,139,244 The table contains the RGB values of the sixteen pixels. All RGB values are in 8-bit, i.e. from 0 to 255. We intend to quantize the image into 4 levels of color via K-means clustering. a) Assuming we have initial quantization levels of (70,70,70), (120,120,120), (155,155,155), (255,255,255) and use Euclidean distance as a measurement of error calculate the result of the first step of the K-means clustering operation. This includes which quantization level each of the pixels will be quantized to, and what the modified quantization vector would be after the first adjustment. b) Compute a reasonable final set of quantization levels for the image. You can use any programming language you are familiar with.
Computer Networking: A Top-Down Approach (7th Edition)
7th Edition
ISBN:9780133594140
Author:James Kurose, Keith Ross
Publisher:James Kurose, Keith Ross
Chapter1: Computer Networks And The Internet
Section: Chapter Questions
Problem R1RQ: What is the difference between a host and an end system? List several different types of end...
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2. [Vector Quantization] Please consider the 4 pixel by 4 pixel image below: 202,118,148 237,141,151 250,172,164 239, 166, 169 122,36,41 175,53,18 228,43,118 233, 134,60 70,49,62 86,49,35 150,39,43 169,56,58 151, 132, 233 169, 135,244 179,135,244 174,139,244 The table contains the RGB values of the sixteen pixels. All RGB values are in 8-bit, i.e. from 0 to 255. We intend to quantize the image into 4 levels of color via K-means clustering. a) Assuming we have initial quantization levels of (70,70,70), (120,120,120), (155,155,155), (255,255,255) and use Euclidean distance as a measurement of error calculate the result of the first step of the K-means clustering operation. This includes which quantization level each of the pixels will be quantized to, and what the modified quantization vector would be after the first adjustment. b) Compute a reasonable final set of quantization levels for the image. You can use any programming language you are familiar with.
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