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From there, the team turned to multi-target tasking, aka “.” Moving gracefully through a crowd goes beyond immediate assessment of “Is my path clear?” to tracking multiple people moving in different directions, and predicting where they’re headed next. Here the team built a recurrent neural network using the long short term memory approach to account for multiple cues — appearance, velocity, interaction and similarity — measured over time. A published delves into the technical nitty-gritty, but in essence, CVGL devised a novel approach that learns the common sense behaviors that people observe in crowded spaces, and then uses that understanding to predict “human trajectories” where each person is likely to go next. So the next time you find yourself headed for one of those awkward “Shall we dance?” moments in a room full of strangers, just remember to track multiple cues over time and project the motion trajectories of every human in sight. Or take the easy way and find a JackRabbot to walk behind. Or better yet, the newly announced JackRabbot 2.0 (with dual NVIDIA GPUs onboard).
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