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# DeepStrain
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[Paper](https://www.frontiersin.org/articles/10.3389/fcvm.2021.730316/full)
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### Apical Deformation in seven healthy subjects 
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Displacement vectors per-pixel were derived using the cine images only, i.e., without myocardial contours.
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To visualize the vectors, endocardial and epicardial myocardial contours were drawn. 
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Each point in the contour was then deformed according to the predicted displacement vector. 
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The videos below show the "tracked" deformation near the apical slices. 
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<p float="left">
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  <img src='healthy_apical_deformation/video_1.gif' align="right" width=200>
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  <img src='healthy_apical_deformation/video_11.gif' align="right" width=200>
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  <img src='healthy_apical_deformation/video_21.gif' align="right" width=200>
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  <img src='healthy_apical_deformation/video_31.gif' align="right" width=200>
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</p>
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<p float="left">
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  <img src='healthy_apical_deformation/video_34.gif' align="right" width=200>
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  <img src='healthy_apical_deformation/video_38.gif' align="right" width=200>
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  <img src='healthy_apical_deformation/video_51.gif' align="right" width=200>
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</p>