Apr 29, 2021 · DDF decouples a depth-wise dynamic filter into spatial and channel dynamic filters. This decomposition considerably reduces the number of parameters.
Inspired by recent ad- vances in attention, DDF decouples a depth-wise dynamic filter into spatial and channel dynamic filters. This decom- position ...
DDF is an alternative of convolution which decouples dynamic filters into spatial and channel filters. DDF operation. We illustrate the DDF operation and ...
DDF decouples a depth-wise dynamic filter into spatial and channel dynamic filters. This decomposition considerably reduces the number of parameters and limits ...
Inspired by recent ad- vances in attention, DDF decouples a depth-wise dynamic filter into spatial and channel dynamic filters. This decom- position ...
DDF decouples a depth-wise dynamic filter into spatial and channel dynamic filters that can simultaneously tackle both content-agnostic and computation-heavy ...
DDF decouples a depth-wise dynamic filter into spatial and channel dynamic filters. This decomposition considerably reduces the number of parameters.
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Decoupled Dynamic Filter Networks | Request PDF - ResearchGate
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As a novel application, the decoupled dynamic filter (DDF) [10] is employed to fuse the shallow and deep features in channel-space dimensions adaptively for low ...
Key idea: Decouple dynamic filters into spatial and channel filters. - First, predict spatial/channel filters individually via two side-branches. - Then, ...
Even the entire DDF module is faster than Conv for resolu- tions higher than 56 pixels, whereas the standard Conv layer is faster at smaller resolutions. This ...