Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

NUMERICAL COMPUTATION: Interpolation is the process of estimating the values of a continuous function from discrete samples. Image processing applications of interpolation include image magnification

NUMERICAL COMPUTATION: Interpolation is the process of estimating the values of a continuous function from discrete samples.

Image processing applications of interpolation include image magnification or reduction, subpixel image registration, to correct spatial distortions, and image decompression, as well as others. Of the many image interpolation techniques available, nearest neighbour, bilinear and cubic convolution are the most common. [1]

There are a number of techniques that can be used to enlarge an image. In this assignment, you are expected to implement three Interpolation methods (such as Lagrangian Interpolation, Cubic spline, bilinear, bicubic etc.) for three different images and compare the results.

Step 1: Read Image

I = imread('cameraman.tif'); figure;imshow(I);title('Original Image');

Step 2: Simulate three Interpolation Methods

Increase the dimensions of the image from 720x480 (typical resolution in DVD frames) to 1920x1080 (typical resolution in high definition HD video frames) using numerical integration methods such as Lagrnagian interpolation, cubic spline, bilinear interpolation, etc.

Step 3: Analyzing

There is a trade-off between computational complexity and accuracy. Compare your methods in terms of computational complexity and accuracy.

Optional:

Give PSNR [2] value for each of your result. Discuss about the accuracy.

References

[1]

B. Smith. [Online]. Available: http://www.engr.mun.ca/~baxter/Publications/ImageZooming.pdf.

[2]

Wikipedia, "https://en.wikipedia.org/wiki/Peak_signal-to-noise_ratio," [Online].

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

More Books

Students also viewed these Databases questions

Question

8. Describe the steps in the development planning process.

Answered: 1 week ago