Cao Zhe

Efficient Spatially-Variant Convolution via Differentiable Sparse Kernel Complex

Image convolution with complex kernels is a fundamental operation in photography, scientific imaging, and animation effects, yet direct dense convolution is computationally prohibitive on resource-limited devices. Existing approximations, such as simulated annealing or low-rank decompositions, eith…