Deep learning for object detection and semantic labeling

Here are some good resources I found which use deep learning for object recognition:

Darknet
R-CNN

I tried darknet and used the tiny weights, it is fun to play with but the labels are limited and the output accuracy is not very high.

As for the semantic labeling, all the available codes seem to use caffe and I could not find any `hello world` example yet.