Abstract: Highlights•A new search space that allows for channel-level architectural changes.•A new algorithm that automatically finds multiple heterogeneous activation functions.•The state-of-the-art lightweight and efficient networks for image super-resolution.•Efficiency improvement of the ClassSR framework using multiple searched networks.
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