Case Study: Real-time Human Detection on a Video for a Military Company
We love to provide the cutting edge deep learning systems for our customer needs, but our main principle is to make things that work - quickly and on budget.
Detect human contours and center of mass in real-time
One of our customers needed a software solution that detects humans on a video stream which will be as lightweight as possible to be run on a low cost, small device equipped with an Nvidia GPU.This made deep learning infeasible for this task. However, we managed to provide a performance-optimized OpenCV-based algorithm that worked in real-time with the required precision. To speed up computations, we’ve used the C++ OpenCV library in our Python code – the official Python version didn’t provide access to CUDA algorithms, so we created a dedicated library to provide appropriate bindings.
Currently, we are working on extensions of an existing algorithm to make more comprehensive predictions like real-time body part segmentation and gesture recognition possible.
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