SYSTEM AND METHOD FOR JOINTLY OPTIMAL INCREMENTAL LEARNING WITH SELF-SUPERVISED VISION TRANSFORMERS

    公开(公告)号:US20250077886A1

    公开(公告)日:2025-03-06

    申请号:US18815992

    申请日:2024-08-27

    Applicant: Leidos, Inc.

    Inventor: Hanna Witzgall

    Abstract: An incremental learning algorithm, extending Rapid Class Augmentation (“XRCA”), implements an unconstrained, recursive least-squares (RLS) style of optimization that incorporates knowledge of all the past training examples into each optimization step by recursively computing an IFCM in a single multi-class prediction head. The single multi-class prediction head receives class token feature vectors from a pretrained, self-supervised transformer model and is able to achieve the same optimal performance as a non-incrementally trained classifier in a jointly optimal manner over a set of increasing classes.

    Multihull Vessel Side Hull Retraction System

    公开(公告)号:US20250026446A1

    公开(公告)日:2025-01-23

    申请号:US18776307

    申请日:2024-07-18

    Applicant: Leidos, Inc.

    Abstract: A multihull vessel includes four main beam assemblies connected a central hull with two outer hulls and a deployment/retraction system which operates on the principle of converting transverse width of the beams into the longitudinal dimension, within the overall length of the vessel. An overall length of the multihull vessel is approximately the same when the four main beam assemblies are deployed and when four main beam assemblies are retracted.

    Motion Extended Array Synthesis For Use in High Resolution Imaging Applications

    公开(公告)号:US20220308202A1

    公开(公告)日:2022-09-29

    申请号:US17573346

    申请日:2022-01-11

    Applicant: Leidos, Inc.

    Inventor: John R. Kendra

    Abstract: A process and systems for constructing arbitrarily large virtual arrays using two or more collection platforms (e.g. AUX and MOV systems) having differing velocity vectors. Referred to as Motion Extended Array Synthesis (MXAS), the resultant imaging system is comprised of the collection of baselines that are created between the two collection systems as a function of time. Because of the unequal velocity vectors, the process yields a continuum of baselines over some range, which constitutes an offset imaging system (OIS) in that the baselines engendered are similar to those for a real aperture of the same size as that swept out by the relative motion, but which are offset by some (potentially very large) distance.

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