- 专利标题: Sensor fusion and deep learning
-
申请号: US15275199申请日: 2016-09-23
-
公开(公告)号: US10762440B1公开(公告)日: 2020-09-01
- 发明人: Kshitiz Garg , Ahmad Al-Dahle
- 申请人: Apple Inc.
- 申请人地址: US CA Cupertino
- 专利权人: Apple Inc.
- 当前专利权人: Apple Inc.
- 当前专利权人地址: US CA Cupertino
- 代理机构: Kowert, Hood, Munyon, Rankin & Goetzel, P.C.
- 代理商 Robert C. Kowert
- 主分类号: G06N20/00
- IPC分类号: G06N20/00 ; G06F11/34 ; G06F11/30
摘要:
Some embodiments provide a sensor data-processing system which detects and classifies objects detected in an environment via fusion of sensor data representations generated by multiple separate sensors. The sensor data-processing system can fuse sensor data representations generated by multiple sensor devices into a fused sensor data representation and can further detect and classify features in the fused sensor data representation. Feature detection can be implemented based at least in part upon utilizing a feature-detection model generated via one or more of deep learning and traditional machine learning. The sensor data-processing system can adjust sensor data processing of representations generated by sensor devices based on external factors including indications of sensor health and environmental conditions. The sensor data-processing system can be implemented in a vehicle and provide output data associated with the detected objects to a navigation system which navigates the vehicle according to the output data.