SURF Project with Albert Zhai, Dr. Kamyar Azizzadenesheli, Prof. Anima Anandkumar
This projects aims to solve the following problem:
Given Data from Tasks T1-Tn in the training set learn to do Task Tn+1 from test/train with a few samples from it.
Each Task Ti is as follows : given an environment sampled from distribution Ti (A particular kind of room) learn to create the map of a property(Where all the objects are places/ what are the safe places to land) of the whole room with a few images from the room.
Object detection is done using images from Airsim and Safe mapping is done using images from Gazebo.
Pink Boxes are Ground Truth
Depicted : Update and Decoding
Reconstruction with random sampling
Reconstruction with sampling using PPO policy
The Safe Mapping Task : ROS-Gazebo Environment