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Can opencv and Tensorflow use GPU simultaneously?

When I use Yolov3 in opencv with GPU for detection and use Deepsort in tensorflow with GPU for tracking simultaneously, I got the message of GPU out of memory. (I can use either of these two functions)

Have any idea to solve this problem, if I want to use these two function simultaneously? I have only one GPU.

I used to use KCF in opencv for tracking but it is slow and can only track same object, so I try to use Deepsort in tensorflow with GPU.

If there is no sollution for the problem, whether there is recommendation of another fast tracking algorithem for multiple object like DeepSort?