LANDMARK-BASED CLASSIFICATION MODEL UPDATING

Patent №

US 11,620,518

Granted

2023-04-04

Filed 2020

Owner

NEC LABORATORIES AMERICA, INC.

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16866885

Systems and methods for updating a classification model of a neural network. The methods include selecting, as a set of landmarks, a limited number of data from a set of historical data used to train a classification model. Additionally, the methods generate new training data from recently collected data. Further, the methods update the classification model with the new training data and the set of landmarks to obtain an updated classification model having a loss function configured to capture similarities in the new training data and remember similarities in the historical data represented by the set of landmarks within a predefined tolerance.

AI classification

Machine learning1.00
Vision1.00
Planning1.00
Knowledge representation0.99
AI hardware0.96
Speech0.00
Natural language0.00
Evolutionary computation0.00

Ownership

NEC LABORATORIES AMERICA, INC.

assignment · 525720593

Assignors

LUMEZANU, CRISTIAN, CHEN, HAIFENG, SONG, DONGJIN, CHENG, WEI, MIZOGUCHI, TAKEHIKO, LIANG, XIAOYUAN, CHEN, YUNCONG

On an employer assignment, the assignors are typically the inventors.

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