KernelDNA: Dynamic Kernel Sharing via Decoupled Naive Adapters

Haiduo Huang, Yadong Zhang, Yinghui Xu +1

Dynamic convolution enhances model capacity by adaptively combining multiple kernels, yet faces critical trade-offs: prior works either (1) incur significant parameter overhead by…