The GOTURN tracker doesn't seem to be utilizing CUDA to perform forward propagation, and thus the performance is really bad. Also, bounding box of the current implementation seems to keep enlarging without correctly track on target. The prototxt and caffemodel that I used are from opencv_extra repository: https://github.com/Auron-X/opencv_extra/blob/3d5551b4468f212fd727d32c0bb7bda9302168ce/testdata/tracking/goturn.prototxt