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Added trained models for Jacquard dataset
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Sulabh Kumra
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May 20, 2021
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---------------------------------------------------------------- | ||
Layer (type) Output Shape Param # | ||
================================================================ | ||
Conv2d-1 [-1, 32, 224, 224] 2,624 | ||
BatchNorm2d-2 [-1, 32, 224, 224] 64 | ||
Conv2d-3 [-1, 64, 112, 112] 32,832 | ||
BatchNorm2d-4 [-1, 64, 112, 112] 128 | ||
Conv2d-5 [-1, 128, 56, 56] 131,200 | ||
BatchNorm2d-6 [-1, 128, 56, 56] 256 | ||
Conv2d-7 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-8 [-1, 128, 56, 56] 256 | ||
Conv2d-9 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-10 [-1, 128, 56, 56] 256 | ||
ResidualBlock-11 [-1, 128, 56, 56] 0 | ||
Conv2d-12 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-13 [-1, 128, 56, 56] 256 | ||
Conv2d-14 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-15 [-1, 128, 56, 56] 256 | ||
ResidualBlock-16 [-1, 128, 56, 56] 0 | ||
Conv2d-17 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-18 [-1, 128, 56, 56] 256 | ||
Conv2d-19 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-20 [-1, 128, 56, 56] 256 | ||
ResidualBlock-21 [-1, 128, 56, 56] 0 | ||
Conv2d-22 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-23 [-1, 128, 56, 56] 256 | ||
Conv2d-24 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-25 [-1, 128, 56, 56] 256 | ||
ResidualBlock-26 [-1, 128, 56, 56] 0 | ||
Conv2d-27 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-28 [-1, 128, 56, 56] 256 | ||
Conv2d-29 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-30 [-1, 128, 56, 56] 256 | ||
ResidualBlock-31 [-1, 128, 56, 56] 0 | ||
ConvTranspose2d-32 [-1, 64, 113, 113] 131,136 | ||
BatchNorm2d-33 [-1, 64, 113, 113] 128 | ||
ConvTranspose2d-34 [-1, 32, 225, 225] 32,800 | ||
BatchNorm2d-35 [-1, 32, 225, 225] 64 | ||
ConvTranspose2d-36 [-1, 32, 225, 225] 82,976 | ||
Dropout-37 [-1, 32, 225, 225] 0 | ||
Conv2d-38 [-1, 1, 224, 224] 129 | ||
Dropout-39 [-1, 32, 225, 225] 0 | ||
Conv2d-40 [-1, 1, 224, 224] 129 | ||
Dropout-41 [-1, 32, 225, 225] 0 | ||
Conv2d-42 [-1, 1, 224, 224] 129 | ||
Dropout-43 [-1, 32, 225, 225] 0 | ||
Conv2d-44 [-1, 1, 224, 224] 129 | ||
================================================================ | ||
Total params: 1,893,124 | ||
Trainable params: 1,893,124 | ||
Non-trainable params: 0 | ||
---------------------------------------------------------------- | ||
Input size (MB): 0.19 | ||
Forward/backward pass size (MB): 219.96 | ||
Params size (MB): 7.22 | ||
Estimated Total Size (MB): 227.37 | ||
---------------------------------------------------------------- |
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trained-models/jacquard-rgbd-grconvnet3-drop0-ch32/arch.txt
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---------------------------------------------------------------- | ||
Layer (type) Output Shape Param # | ||
================================================================ | ||
Conv2d-1 [-1, 32, 224, 224] 10,400 | ||
BatchNorm2d-2 [-1, 32, 224, 224] 64 | ||
Conv2d-3 [-1, 64, 112, 112] 32,832 | ||
BatchNorm2d-4 [-1, 64, 112, 112] 128 | ||
Conv2d-5 [-1, 128, 56, 56] 131,200 | ||
BatchNorm2d-6 [-1, 128, 56, 56] 256 | ||
Conv2d-7 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-8 [-1, 128, 56, 56] 256 | ||
Conv2d-9 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-10 [-1, 128, 56, 56] 256 | ||
ResidualBlock-11 [-1, 128, 56, 56] 0 | ||
Conv2d-12 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-13 [-1, 128, 56, 56] 256 | ||
Conv2d-14 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-15 [-1, 128, 56, 56] 256 | ||
ResidualBlock-16 [-1, 128, 56, 56] 0 | ||
Conv2d-17 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-18 [-1, 128, 56, 56] 256 | ||
Conv2d-19 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-20 [-1, 128, 56, 56] 256 | ||
ResidualBlock-21 [-1, 128, 56, 56] 0 | ||
Conv2d-22 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-23 [-1, 128, 56, 56] 256 | ||
Conv2d-24 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-25 [-1, 128, 56, 56] 256 | ||
ResidualBlock-26 [-1, 128, 56, 56] 0 | ||
Conv2d-27 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-28 [-1, 128, 56, 56] 256 | ||
Conv2d-29 [-1, 128, 56, 56] 147,584 | ||
BatchNorm2d-30 [-1, 128, 56, 56] 256 | ||
ResidualBlock-31 [-1, 128, 56, 56] 0 | ||
ConvTranspose2d-32 [-1, 64, 113, 113] 131,136 | ||
BatchNorm2d-33 [-1, 64, 113, 113] 128 | ||
ConvTranspose2d-34 [-1, 32, 225, 225] 32,800 | ||
BatchNorm2d-35 [-1, 32, 225, 225] 64 | ||
ConvTranspose2d-36 [-1, 32, 225, 225] 82,976 | ||
Conv2d-37 [-1, 1, 224, 224] 129 | ||
Conv2d-38 [-1, 1, 224, 224] 129 | ||
Conv2d-39 [-1, 1, 224, 224] 129 | ||
Conv2d-40 [-1, 1, 224, 224] 129 | ||
================================================================ | ||
Total params: 1,900,900 | ||
Trainable params: 1,900,900 | ||
Non-trainable params: 0 | ||
---------------------------------------------------------------- | ||
Input size (MB): 0.77 | ||
Forward/backward pass size (MB): 170.52 | ||
Params size (MB): 7.25 | ||
Estimated Total Size (MB): 178.53 | ||
---------------------------------------------------------------- |
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