Abstract: Highlights•A novel CNN model for lightweight image super-resolution is proposed.•An efficient branch fusion block is designed to obtain multi-scale features.•An improved spatial attention is designed to obtain multi-scale spatial features.•Superior SR performance can be obtained using our method with fewer parameters.
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