Using Optical Flow information induced in the camera to detect changes in the view as the small helicopter flies through the environment.
Once a change has been detected, a node is created at that point and the system checks using a Bag-of-words approach if this location is new or has been visited before. If it has been visited before a loop closure is detected in the topological map.
nice dude, the heli's vibration doesn't affect the optical flow scene change detection..?
sbork 2 years ago
@sbork hey man,
this is the first time i'm working on UAVs and I was really excited to see how the vibrations would affect the optical flow.
It turned out that they don't affect it at all. That said, the two UAVs i used, this quad-rotor and a co-axial, are both extremely stable. On top of that I use some filtering that makes it even better.
The paper describing how it works is not published yet but come back in a couple of months and check it out
nourani 2 years ago