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卷积操作动画

最近在看实例分割的相关算法,始终无法很好的理解反卷积的相关内容,在github上找到了大佬制作的卷积和反卷积动图,放在博客保存一波。
github:https://github.com/vdumoulin/conv_arithmetic

Convolution animations

N.B.: Blue maps are inputs, and cyan maps are outputs.

No padding, no strides Arbitrary padding, no strides Half padding, no strides Full padding, no strides
No padding, strides Padding, strides Padding, strides (odd)

Transposed convolution animations

N.B.: Blue maps are inputs, and cyan maps are outputs.

No padding, no strides, transposed Arbitrary padding, no strides, transposed Half padding, no strides, transposed Full padding, no strides, transposed
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.

No padding, no stride, dilation