We are getting there, with as usual some trade-off between quality and speed.
http://cs231n.stanford.edu/slides/winter1516_lecture8.pdf shows some benchmarks (mAP = Mean Average Precision, higher is better; FPS = frame per second):
Franck Dernoncourt
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