Abstract: Highlights•Proposed SRCAD integrates channel attention with diffusion for high-quality SISR.•DIP-CA mechanism enhances details, simplifies computation.•SRCAD outperforms latest models in PSNR and SSIM.•SRCAD reduces parameters, ensuring high performance with low computational cost.
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