Convolution: spatial-agnostic and channel-specific it deprives convolution kernels of the ability to adapt to diverse visual patterns with respect to different spatial positions posing challenges for capturing long-range spatial interactions in a single shot Involution: spatial-specific and channel-agnostic wider spatial arrangement adaptively allocate the weights over different positions primary contributions rethink the inherent properties of convolution […]