Which problem does image padding aim to solve? Group of answer choices Kernel not passing the same number of times over edge and corner pixels The need to produce larger convolutional layer Ability to produce multi-channel feature maps The need to deal with multi-channel images
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- Matlab Assignment #1 1. Take your color picture and acquire it to Maltab. 2. Display your original image. 3. Display the intensity for each color component, Red, Green and Blue. 4. Change to Black and White image and display it. 5. Resize the BW image to 64x64 image and display it. 6. 3D plot the resized 64x64 image. 7. Filter the 64x64 image by a median filter and 3D plot it. 8. Your cover sheet must include Assignment #, Class, Semester, Your name, Last four digits of your Banner ID, and Date of submission. 9. Each display must include the Title of Figure. 10. Your report includes: 1) Description of how you get the image, 2) Matlab program, 3) Different figure number for each figure and description about the figure, 4) All figures in one-word file together with Matlab program as one report.Suppose a game developer wants to achieve a 60 Hz frames per second in their new first person perspective 3D post-apocalyptic RPG game, Just Deserts - Mistakes Were Made. Why would the developer want the combined total duration of input, update, and rendering frame steps to take less than 1/60th of a second on average? Leave time for the user to visually process what they are seeing Allow for GPU to clear the frame buffer Provide headroom for varying scene complexity Leave time for roundtrip network communication All of the aboveA 3x3 kernel is sliding across an image (single channel image). At the current position the kernel stopped at a patch of pixels with the following values: 2 1 3 1 1 0 0 4 1 The kernel is defined as follows: 1 -1 1 0 2 0 1 -1 1 Compute the value that will go into the feature map for this convolution operation.
- Construct the viewport matrix required for a system in which pixel coordi- nates count down from the top of the image, rather than up from the bottomWhy is region labelling of a binary image a useful image analysis tool? Labelling is generally done based on one of two possible implementations, what are these two approaches?(a) What is the name and type of the spatial filter filter1 given on the right?Explain the reasons for your specifications.(b) What is the name and type of the spatial filter filter2 for the cases whenw=8 and w=9, respectively?(c) An image is filtered first by filter1 and then by filter2 (w=8) in the spatial domain.Find a single equivalent spatial filter (mask) for the entire filtering process. Explain your procedure.Compute the coefficients of the equivalent spatial filter by hand. Do not use a computer program.
- Explain how Homomorphic Filtering is used for picture improvement and why it is useful. Explanation of how this method improves the contrast of an imageWhat do you think are the consideration in choosing the best platform to be used for image manipulation?How do Gabor filters contribute to the field of image processing, and what specific characteristics make them effective in tasks such as texture analysis and edge detection? (be as detailed as possible, adding figures for illustration is mandatory)