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For those interested in object detection with the NCS, there is now an example of Tiny YOLO with NCS in the ncappzoo here: https://github.com/movidius/ncappzoo/tree/master/caffe/TinyYolo
After cloning the repository you'll find the example in the ncappzoo/caffe/TinyYolo directory. Inferences with this network will give you object classifications along with rectangles that specify where the objects are within the original image. See the project's README.md file for more information.