The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Jan. 20, 2026

Filed:

Jan. 28, 2022
Applicant:

Five Ai Limited, Cambridge, GB;

Inventor:

Romain Mueller, Cambridge, GB;

Assignee:

Five AI Limited, Cambridge, GB;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
B60W 50/02 (2012.01); B60W 60/00 (2020.01); G06N 20/00 (2019.01); G06V 10/776 (2022.01); G06V 10/82 (2022.01); G06V 20/56 (2022.01);
U.S. Cl.
CPC ...
B60W 50/0205 (2013.01); B60W 60/001 (2020.02); G06N 20/00 (2019.01); G06V 10/776 (2022.01); G06V 10/82 (2022.01); G06V 20/56 (2022.01);
Abstract

A computer-implemented method of modelling a perception system for perceiving objects captured in sensor data comprises: receiving a plurality of training examples, each comprising a ground truth scene for a set of sensor data and a corresponding perceived scene obtained by applying the perception system to the set of sensor data; fitting to the training examples noise model parameters, encoding a noise distribution over perceived scenes given a misdetection scene, and misdetection model parameters, encoding a misdetection distribution over misdetection scenes given a ground truth scene; computing a perception distribution over perceived scenes for a given ground truth scene by marginalizing the product of noise and misdetection distributions over multiple misdetection scenes, wherein individual objects in the ground truth scene are not associated with individual objects in the perceived scenes; fitting the noise and misdetection model parameters to match the perception distribution to the perceived scene for each training example.


Find Patent Forward Citations

Mueller, Romain. (2026). Performance testing for robotic systems (U.S. Patent No. 12528479). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12528479

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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