Abstract: Highlights•First to map seismic waveforms to velocity model interfaces using deep learning.•Fuse intermediate velocity models with predicted interfaces using a fusion network.•Fourier transform disperses concentrated features in seismic waveforms.•Validate the approach’s effectiveness in interface completion and reconstruction.
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