Abstract: Highlights•The framework refines architecture from coarse to fine for efficiency.•GrMoNAS optimizes both accuracy and efficiency using multi-objective algorithms.•Through the experimental results, the framework outperforms the other methods.•This framework was validated in various medical scenarios like COVID-19.•Suits hospitals with limited resources, reducing traditional NAS method costs.
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