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• W3209853001 abstract "We present OpenFWI, a collection of large-scale open-source benchmarkdatasets for seismic full waveform inversion (FWI). OpenFWI is thefirst-of-its-kind in the geoscience and machine learning community tofacilitate diversified, rigorous, and reproducible research on machinelearning-based FWI. OpenFWI includes datasets of multiple scales, encompassesdiverse domains, and covers various levels of model complexity. Along with thedataset, we also perform an empirical study on each dataset with afully-convolutional deep learning model. OpenFWI has been meticulouslymaintained and will be regularly updated with new data and experimentalresults. We appreciate the inputs from the community to help us further improveOpenFWI. At the current version, we publish seven datasets in OpenFWI, of whichone is specified for 3D FWI and the rest are for 2D scenarios. All datasets andrelated information can be accessed through our website athttps://openfwi.github.io/." @default.
• W3209853001 created "2021-11-08" @default.
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• W3209853001 date "2021-11-04" @default.
• W3209853001 modified "2023-09-27" @default.
• W3209853001 title "OpenFWI: Benchmark Seismic Datasets for Machine Learning-Based Full Waveform Inversion." @default.
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