APPARATUS AND METHOD OF IMAGE CLUSTERING

Patent №

US 11,645,361

Granted

2023-05-09

Filed 2021

Owner

SAMSUNG SDS CO., LTD.

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17148926

An apparatus includes a modified image generator generating modified images by modifying each unlabeled image, a pre-trainer to generate a feature vector for each modified image by using an artificial neural network-based encoder and train the encoder based on the feature vector for each modified image, a pseudo-label generator to generate a feature vector for each unlabeled training image, cluster the training images based on the feature vector for each training image, and generate a pseudo-label for at least one training image among the training images based on the clustering result, and a further trainer to generate a predicted label by using the trained encoder and a classification model including a classifier to generate a predicted label for an image input to the trained encoder based on a feature vector, and train the classification model based on the pseudo-label and predicted label for the at least one training image.

Machine learningVisionKnowledge representationPlanningAI hardwareG06F 18/2155G06F 16/55G06F 18/23213G06N 3/045G06N 3/0464G06N 3/08G06N 3/088G06N 3/0895+5 more

AI classification

Machine learning1.00
Vision1.00
AI hardware1.00
Knowledge representation0.99
Planning0.74
Natural language0.29
Evolutionary computation0.05
Speech0.01

Ownership

SAMSUNG SDS CO., LTD.

assignment · 549950776

Assignors

KIM, BYOUNG JIP, CHOO, JIN HO, KWON, YEONG DAE, YOON, IL JOO, PARK, DU WON

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

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