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We propose an intelligent migration velocity solving (IMVS) method that combines deep learning with seismic image registration for automated, physics-constrained velocity model building. By introducing a novel travel-time activation function and a principle of geological pattern consistency, IMVS achieves high-accuracy and label-free velocity estimation in areas with lateral velocity variations.

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This page is a summary of: Intelligent migration velocity model building based on image structure registration, Geophysics, September 2025, Society of Exploration Geophysicists,
DOI: 10.1190/geo2024-0825.1.
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