Project 1: Image Filtering and Hybrid Images
Image Filter
I implemented the algorithm simply with some helper functions. I calculate each output pixel value individually by multiplying the filter by the image centered on each pixel. I am doing a simple zero padding of the image.
Below are some examples of a an image filtered with different simple filters.
Identity |
Gaussian Blur |
Sobel Filter(Horizontal Gradients) |
Laplacian Filter(High Pass) |
Hybrid Images
I implemented the hybrid image algorithm simply by combining a low pass filtered image with a high pass filtered image. The low pass image is filtered using a guassian filter and the high pass uses a blurred guassian filtered image subtracted from the original image. I tuned seperate cutoff frequencies for each image to set the images are combined.
Below are some examples images which were merged.
Hybrid Cat and Dog
Origional Dog |
Origional Cat |
Low-Pass Filtered Dog |
High-Pass Filtered Cat |
Hybrid Image Scaled |
|
Hybrid Tunnel and Cave
Original |
Original |
Low-Pass Filtered |
High-Pass Filtered |
Hybrid Image Scaled |
|
Hybrid Lion and Cat
Original |
Original |
Low-Pass Filtered |
High-Pass Filtered |
Hybrid Image Scaled |
|
Hybrid Einstein and Marilyn
Original |
Original |
Low-Pass Filtered |
High-Pass Filtered |
Hybrid Image Scaled |
|
Hybrid Clinton and Trump
Original |
Original |
Low-Pass Filtered |
High-Pass Filtered |
Hybrid Image Scaled |
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