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Tran, Phu N; Ray, Sattvic; Lemma, Linnea; Li, Yunrui; Sweeney, Reef; Baskaran, Aparna; Dogic, Zvonimir; Hong, Pengyu; Hagan, Michael F (, Soft Matter)Deep learning-based optical flow (DLOF) extracts features in video frames with deep convolutional neural networks to estimate the inter-frame motions of objects. DLOF computes velocity fields more accurately than PIV for densely labeled systems.more » « less
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Li, Yunrui; Zarei, Zahra; Tran, Phu N.; Wang, Yifei; Baskaran, Aparna; Fraden, Seth; Hagan, Michael F.; Hong, Pengyu (, Soft Matter)A machine learning model for reliable director fields calculation from raw experimental images of active nematics. The model is accurate, robust to noise and generalizable, enhancing analysis such as the detection and tracking of topological defects.more » « less
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