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On the Robustness and Generalization of Deep Learning Driven Full Waveform Inversion

Nov 28, 2021
Chengyuan Deng, Youzuo Lin

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OpenFWI: Benchmark Seismic Datasets for Machine Learning-Based Full Waveform Inversion

Nov 04, 2021
Chengyuan Deng, Yinan Feng, Shihang Feng, Peng Jin, Xitong Zhang, Qili Zeng, Youzuo Lin

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Unsupervised Learning of Full-Waveform Inversion: Connecting CNN and Partial Differential Equation in a Loop

Oct 14, 2021
Peng Jin, Xitong Zhang, Yinpeng Chen, Sharon Xiaolei Huang, Zicheng Liu, Youzuo Lin

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Making Invisible Visible: Data-Driven Seismic Inversion with Physics-Informed Data Augmentation

Jun 23, 2021
Yuxin Yang, Xitong Zhang, Qiang Guan, Youzuo Lin

* 13 pages, 12 figures, submitted to IEEE Transactions on Geoscience and Remote Sensing 

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Connect the Dots: In Situ 4D Seismic Monitoring of CO$_2$ Storage with Spatio-temporal CNNs

May 25, 2021
Shihang Feng, Xitong Zhang, Brendt Wohlberg, Neill Symons, Youzuo Lin

* 15 pages, 13 figures 

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InversionNet3D: Efficient and Scalable Learning for 3D Full Waveform Inversion

Mar 25, 2021
Qili Zeng, Shihang Feng, Brendt Wohlberg, Youzuo Lin

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Physics-Consistent Data-driven Waveform Inversion with Adaptive Data Augmentation

Sep 03, 2020
Renán Rojas-Gómez, Jihyun Yang, Youzuo Lin, James Theiler, Brendt Wohlberg

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EarthquakeGen: Earthquake Simulation Using Generative Adversarial Networks

Nov 10, 2019
Tiantong Wang, Youzuo Lin

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Deep Learning Approach in Automatic Iceberg - Ship Detection with SAR Remote Sensing Data

Dec 09, 2018
Cheng Zhan, Licheng Zhang, Zhenzhen Zhong, Sher Didi-Ooi, Youzuo Lin, Yunxi Zhang, Shujiao Huang, Changchun Wang

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Encoded Hourglass Network for Semantic Segmentation of High Resolution Aerial Imagery

Oct 30, 2018
Panfeng Li, Youzuo Lin, Emily Schultz-Fellenz

* Submitted to ICASSP 2019 

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Seismic-Net: A Deep Densely Connected Neural Network to Detect Seismic Events

Jan 17, 2018
Yue Wu, Youzuo Lin, Zheng Zhou, Andrew Delorey

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Cascaded Region-based Densely Connected Network for Event Detection: A Seismic Application

Nov 29, 2017
Yue Wu, Youzuo Lin, Zheng Zhou, David Chas Bolton, Ji Liu, Paul Johnson

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Efficient Data-Driven Geologic Feature Detection from Pre-stack Seismic Measurements using Randomized Machine-Learning Algorithm

Oct 11, 2017
Youzuo Lin, Shusen Wang, Jayaraman Thiagarajan, George Guthrie, David Coblentz

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