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Consider a hypothetical DWT Decomposition Level information given below for an image of size 1024x1024 pixels. Answer the following questions: 9 marks Decomposition Level Approximation
- Consider a hypothetical DWT Decomposition Level information given below for an image of size 1024x1024 pixels. Answer the following questions: 9 marks
Decomposition Level | Approximation Coefficient Image | Truncated Coefficients (%) | Reconstruction Error (rms) |
1 | 512x512 | 80% | 3.42 |
2 | 256x256 | 92% | 4.44 |
3 | 128x128 | 96% | 4.56 |
4 | 64x64 | 96.5% | 4.65 |
- For compression, which decomposition level is best and which is the worst and why?
- For image reconstruction, which decomposition level is best and which is the worst and why?
- From computational burden consideration, which decomposition level is adequate and why?
- What is the main difference between the coefficients of Averaging operation based masks compared to Differentiation operation based masks? What is the resulting effect on the images by these two types of masks? 6 marks
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