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How fast can SCNN can be?

Open tomwuu opened this issue 5 years ago • 3 comments

The training-finished model can be used for a real-time video?

tomwuu avatar Apr 19 '19 07:04 tomwuu

SCNN has a message passing module which works extremely well in long-continuous object detection like lane detection. However, since message passing module accounts for around 30% of the total feedforward time, it is not ideal to select SCNN if you want real-time lane detection. In this condition, I recommend our light-weight model, i.e., ENet-Label, which uses ENet as the backbone and the overall feedforward time is around 15 ms (SCNN is 130 ms). So if you want real-time performance, I recommend ENet-Label. If you want good performance, I recommend SCNN.

cardwing avatar May 14 '19 04:05 cardwing

@cardwing on which GPU are these results that you have reported above?

heethesh avatar Jul 02 '19 01:07 heethesh

GeForce GTX TITAN X.

cardwing avatar Jul 09 '19 04:07 cardwing