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@ -288,10 +288,10 @@ classification term in this case.
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\caption{
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Overview of the alternative, optical flow based loss for instance motion
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supervision without 3D instance motion ground truth.
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In contrast to SfM-Net, where a single optical flow field is
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In contrast to SfM-Net \cite{SfmNet}, where a single optical flow field is
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composed and penalized to supervise the motion prediction, our loss considers
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the motion of all objects in isolation and composes a batch of flow windows
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for the RoIs. Network predictions are shown in red.
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for all RoIs. Network predictions are shown in red.
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}
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\label{figure:flow_loss}
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\end{figure}
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