TRAINING AN OBJECT DETECTOR USING RAW AND UNLABELED VIDEOS AND EXTRACTED SPEECH

Patent №

US 11,636,385

Granted

2023-04-25

Filed 2019

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

5

ml · vision · speech · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16672545

An example system includes a processor to receive raw and unlabeled videos. The processor is to extract speech from the raw and unlabeled videos. The processor is to extract positive frames and negative frames from the raw and unlabeled videos based on the extracted speech for each object to be detected. The processor is to extract region proposals from the positive frames and negative frames. The processor is to extract features based on the extracted region proposals. The processor is to cluster the region proposals and assign a potential score to each cluster. The processor is to train a binary object detector to detect objects based on positive samples randomly selected based on the potential score.

Machine learningVisionSpeechPlanningAI hardwareG06N 3/08G06F 18/23G06N 3/045G06N 3/0455G06N 3/0464G06N 3/0895G06N 20/00G06V 10/762+7 more

AI classification

Vision1.00
Machine learning1.00
Speech0.93
AI hardware0.89
Planning0.74
Knowledge representation0.34
Evolutionary computation0.17
Natural language0.13

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 509640973

Assignors

AMRANI, ELAD, BARZELAY, UDI, BEN-ARI, RAMI, HAKIM, TAL

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

From the same owner

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