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Benchmark and resample sonar data #6

@xinyuan-lin

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@xinyuan-lin

Set up benchmarking and multi-resolution resampling of sonar data to support:
1. Low-resolution track data for lightweight map rendering
2. High-resolution echogram slices on user interaction

This task involves comparing Sv and MVBS datasets, evaluating performance under different time resolutions, and preparing resampled datasets for frontend integration.

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