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公开(公告)号:WO2023017090A1
公开(公告)日:2023-02-16
申请号:PCT/EP2022/072473
申请日:2022-08-10
Applicant: FIVE AI LIMITED
Inventor: GAFFNEY, Brian , BARRETO, Luis , MEISTER, Roland
IPC: G06F30/15 , G06F30/20 , G06F11/36 , G06F111/10 , B60W50/00
Abstract: A method of testing a candidate perception setup for an autonomous vehicle, comprising: receiving ground truth of a driving scenario run; providing a time-sequence of ground truth snapshots of the driving scenario run, wherein a decision making component independent of the ego agent determines a first time-sequence of decisions for the ground truth snapshots; providing a time-sequence of ablated snapshots of the driving scenario run, each ablated snapshot generated so as to cause a perception error that is representative of the candidate perception setup, wherein the decision making component determines a second time-sequence of decisions for the ablated snapshots; and computing a similarity measure between the first and second time-sequences of decisions denoting an extent to which the candidate perception setup caused a change in one or more decisions points of the second time-sequence relative to the first time-sequence, a decision point occurring when a decision changes between adjacent timesteps.