検索に戻る
案件記録

ADAPTIVE PREDICTION ENSEMBLE FOR MOTION FORECASTING

発明審査中
20請求項 · 3 独立
§ Ⅰ

案件概要

発明者

Jinning LI; Jiachen LI; Sangjae BAE; David ISELE

IPC分類

G6N 3/455G1C 21/28G6N 3/8

CPC分類

G6N3/455G1C21/28G6N3/8

A system and a method for motion forecasting are provided. The system acquires input data including road map images and historical trajectory information of a set of agents and transforms the input data into a vectorized representation. The system generates a first candidate trajectory prediction for the set of agents by application of a motion prediction neural network on the vectorized representation. The system further generates a second candidate trajectory prediction for the set of agents by application of a rule-based prediction model on the acquired input data. The system trains the motion prediction neural network based on the first candidate trajectory prediction and a set of ground truth trajectories of the set of agents. The system generates ranking results for the first candidate trajectory prediction and the second candidate trajectory prediction based on a routing function network and trains the routing function network based on the ranking results.

原文(中国語)

A system and a method for motion forecasting are provided. The system acquires input data including road map images and historical trajectory information of a set of agents and transforms the input data into a vectorized representation. The system generates a first candidate trajectory prediction for the set of agents by application of a motion prediction neural network on the vectorized representation. The system further generates a second candidate trajectory prediction for the set of agents by application of a rule-based prediction model on the acquired input data. The system trains the motion prediction neural network based on the first candidate trajectory prediction and a set of ground truth trajectories of the set of agents. The system generates ranking results for the first candidate trajectory prediction and the second candidate trajectory prediction based on a routing function network and trains the routing function network based on the ranking results.

外部リソース