卷积算法动画演示
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https://github.com/vdumoulin/conv_arithmetic
- [1] Vincent Dumoulin, Francesco Visin - A guide to convolution arithmetic for deep learning (BibTeX)
Convolution animations卷积
N.B.: Blue maps are inputs, and cyan maps are outputs.
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| No padding, no strides | Arbitrary padding, no strides | Half padding, no strides | Full padding, no strides |
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| No padding, strides | Padding, strides | Padding, strides (odd) |
Transposed convolution animations转置卷积
N.B.: Blue maps are inputs, and cyan maps are outputs.
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| No padding, no strides, transposed | Arbitrary padding, no strides, transposed | Half padding, no strides, transposed | Full padding, no strides, transposed |
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| No padding, strides, transposed | Padding, strides, transposed | Padding, strides, transposed (odd) |
Dilated convolution animations
N.B.: Blue maps are inputs, and cyan maps are outputs.
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| No padding, no stride, dilation |
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优化算法动画演示Alec Radford's animations for optimization algorithms