Method and system for re-projecting and combining sensor data for visualization
There is provided a system and method of re-projecting and combining sensor data of a scene from a plurality of sensors for visualization. The method including: receiving the sensor data from the plurality of sensors; re-projecting the sensor data from each of the sensors into a new viewpoint; localizing each of the re-projected sensor data; combining the localized re-projected sensor data into a combined image; and outputting the combined image. In a particular case, the receiving and re-projecting can be performed locally at each of the sensors.
1. A non-transitory machine-readable medium storing instructions, which when executed cause a processor to:
receive sensor data representing a scene from a plurality of sensors, comprising red-green-blue-depth (RGB-D) channel values for each of a plurality of pixels;
re-project the sensor data from each of the sensors into a new viewpoint by:
calibrating each of the sensors to determine one or more calibration values for the respective sensor;
generating a point cloud for the respective sensor by applying the calibration values to the depth D channel values for each pixel; and
applying a matrix representative of the new viewpoint to the point cloud for each sensor;
localize each of the re-projected sensor data;
combine the localized re-projected sensor data into a combined image; and
output the combined image.
2. The non-transitory machine-readable medium of claim 1 , wherein calibrating each of the sensors comprises determining intrinsic parameters for each of the sensors, the intrinsic parameters comprising distortions and camera matrix.
3. The non-transitory machine-readable medium of claim 1 , wherein the localization comprises performing simultaneous localization and mapping (SLAM) to position and orient the re-projected sensor data relative to each other.
4. The non-transitory machine-readable medium of claim 3 , wherein simultaneous localization and mapping comprises performing point-to-plane iterative closest point.
5. The non-transitory machine-readable medium of claim 1 , wherein the instructions further configure the processor to add supporting elements to the combined image.
6. The non-transitory machine-readable medium of claim 5 , wherein the supporting elements comprise graphical elements associated with one or more objects located in the scene.
7. The non-transitory machine-readable medium of claim 1 , wherein the combined image comprises a top-down view.