AI Assignment 3_Jaymin(40232368)

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Concordia University *

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6721

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Computer Science

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Feb 20, 2024

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pdf

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29

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COMP 6721 - Applied Artificial Intelligence. Name: Jaymin Suhagiya Student Id: 40232368 —--------------------------------------------------------------------------------------------------------- Question 1: - a. Input image size: 5 * 5 1. Stride = 1 2. Stride = 2
3. Padding = 1 and Stride = 1 B. Input Image size: 5 * 5
1. Stride = 1 2. Stride = 2 3. Padding = 1 and Stride = 1 C. Input Image size = 6 * 6
1. Stride = 1 2. Stride = 2 3. Padding = 1 and Stride = 1
Question 2: - 𝑂????? ?𝑖𝑧? = ((𝐼???? ?𝑖𝑧? − ?𝑖???? ?𝑖𝑧? + 2 * ?𝑎??𝑖??) / ???𝑖?? ) + 1 A. Input image size: 224 * 224, filter size: 7 * 7, padding = 2, stride = 2. 𝑂????? ?𝑖𝑧? = ((224 − 7 + 2 * 2 ) / 2 ) + 1 = 111. 5 𝑂????? ?𝑖𝑧? 𝑤𝑖?ℎ ??𝑖?_???? = "𝐹𝑎???" : − 111 * 111 𝑂????? ?𝑖𝑧? 𝑤𝑖?ℎ ??𝑖?_???? = "????" : − 112 * 112 B. Input image size: 117 * 117, filter size: 11 * 11, padding = 1, stride = 1. 𝑂????? ?𝑖𝑧? = ((117 − 11 + 2 ) / 1 ) + 1 = 109 𝑂????? ?𝑖𝑧? 𝑤𝑖?ℎ ??𝑖?_???? = "𝐹𝑎???" : − 109 * 109 𝑂????? ?𝑖𝑧? 𝑤𝑖?ℎ ??𝑖?_???? = "????" : − 109 * 109 C. Input image size: 235 * 235, filter size = 9 * 9, padding = 2, stride = 2 𝑂????? ?𝑖𝑧? = ((235 − 9 + 2 * 2 ) / 2 ) + 1 = 116 𝑂????? ?𝑖𝑧? 𝑤𝑖?ℎ ??𝑖?_???? = "𝐹𝑎???" : − 116 * 116 𝑂????? ?𝑖𝑧? 𝑤𝑖?ℎ ??𝑖?_???? = "????" : − 116 * 116 Question 3 : - 1. In put image: 224 * 224 * 3
a. Conv1 : - Input Dimension = 224 * 224 * 3 Kernel size = 5 * 5 * 32 Padding = 1 Stride = 1 Output size = ((224 − 5 + 2 * 1) / 1) + 1 = 222 Output Dimension = 222 * 222 * 32 b. Conv2 Input Dimension = 222 * 222 * 32 Kernel size = 7 * 7 * 64 Padding = 0 Stride = 1 Output size = ((222 − 7) / 1) + 1 = 216 Output Dimension = 216 * 216 * 64 c. Pooling Input Dimension = 216 * 216 * 64 Kernel size = 2 * 2 * 64 Padding = 0 Stride = 2 Output size = ((216 − 2) / 2) + 1 = 108 Output Dimension = 108 * 108 * 64 d. Conv3 Input Dimension = 108 * 108 * 64 Kernel size = 5 * 5 * 128 Padding = 1 Stride = 1 Output size = ((108 − 5 + 2) / 1) + 1 = 106 Output Dimension = 106 * 106 * 128 e. Conv4 Input Dimension = * * 128 106 106 Kernel size = 7 * 7 * 256 Padding = 0 Stride = 1 Output size = ((106 − 7) / 1) + 1 = 100 Output Dimension = 100 * 100 * 256
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