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<p>This is a collection of simple PyTorch implementations of neural networks and related algorithms. These implementations are documented with explanations, and the website renders these as side-by-side formatted notes. We believe these would help you understand these algorithms better.</p>
<li><p><ahref="https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=11017743">Seismic Data Separation Based on the Equidistant-Spectral Constrained Morphological Component Analysis</a><br/>
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<b> Dawei Liu</b>, Zhenyu Wang, Xiaokai Wang, and Wenchao Chen<br/><i> IEEE Transactions on Geoscience and Remote Sensing <b>(TGRS)</b>, 62, (2025): 1-11. <ahref="Paper/2025_Conditional_Diffusion.pdf">[PDF]</a></i></p>
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<li><p><ahref="https://ieeexplore.ieee.org/document/9576086">Unsupervised Diffusion Model for Seismic Deconvolution
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<li><p><ahref="https://ieeexplore.ieee.org/document/10916720">Unsupervised Diffusion Model for Seismic Deconvolution
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</a><br/>
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Hongzhi Yu, Xiaokai Wang, Wenchao Chen, and <b> Dawei Liu*</b><br/><i>IEEE Geoscience and Remote Sensing Letters <b>(GRSL)</b>, 22, (2025): pp. 1-5. <ahref="Paper/2025_Unsupervised_Diffusion.pdf">[PDF]</a></i></p>
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<li><p><ahref="https://library.seg.org/doi/abs/10.1190/geo2024-0557.1">CycleGAN Integration of High-Resolution Crooked Lines into 3D Seismic Volumes: Enhancing Dataset Resolution on the Loess Plateau, China
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<b>Dawei Liu</b>, Yijie He, Xiaokai Wang, Mauricio D. Sacchi, Wenchao Chen, , Fei Li, Juan Chen, and Yang Mu<br/>
<li><p><ahref="https://library.seg.org/doi/abs/10.1190/geo2024-0259.1">Adaptive Dictionary Identification Framework and Its Application to Sparsity-Optimized Harmonic Noise Separation</a><br/>
<li><p><ahref="https://ieeexplore.ieee.org/abstract/document/10729735">The Broadband Virtual Shot Gathers Construction Based on High-Speed Train-Induced Seismic Wave
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</a><br/>
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Xiaokai Wang, Shengpei Xia, Xinyue Pan, Baoli Wang, <b> Dawei Liu</b>, and Wenchao Chen<br/><i> IEEE Transactions on Geoscience and Remote Sensing <b>(TGRS)</b>, 62, (2024): 1-12. <ahref="Paper/2024_High-Speed_Train.pdf">[PDF]</a></i></p>
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<li><p><ahref="https://ieeexplore.ieee.org/abstract/document/10577106">Seismic Data Separation Based on the Equidistant-Spectral Constrained Morphological Component Analysis</a><br/>
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Xiaokai Wang, Chunmeng Cui, <b> Dawei Liu</b>, Pu Liu, Zhensheng Shi, and Wenchao Chen<br/><i> IEEE Transactions on Geoscience and Remote Sensing <b>(TGRS)</b>, 62, (2024): 1-12. <ahref="Paper/2024_MCA.pdf">[PDF]</a></i></p>
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