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As by today it is not possible to install libuvc_ros via apt-get. Here are the steps to install libuvc_ros manually under ROS kinetic:

# Install dependencies, as I wasn't able to install them via rosdep
sudo apt-get install libusb-1.0-0 libusb-1.0-0-dev

# Clone libuvc_ros and libuvc to your workspace
cd /path/to/your/workspace/src
git clone
git clone

# The following instructions come from the libuvc's Readme file
mkdir libuvc/build
cd libuvc/build
cmake ..
make && sudo make install

# Run catkin
cd /path/to/your/workspace