Abstract: Highlights•A hybrid Mamba-Transformer backbone is introduced, pioneering new potential for SISR.•The novel SRMamba-T model efficiently balances model performance and computational efficiency.•An innovative feature fusion module effectively aggregates hierarchical features.•A multi-directional selective scanning module reduces processing demands without sacrificing performance.
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