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Title:
A TRANSDUCTIVE AND/OR ADAPTIVE MAX MARGIN ZERO-SHOT LEARNING METHOD AND SYSTEM
Document Type and Number:
WIPO Patent Application WO/2018/161217
Kind Code:
A1
Abstract:
An apparatus and method to implement object detection with a zero-shot learning model. The apparatus and method are configured to provide at least one embedding matrix of the zero-shot learning model, to provide unseen data for one or more unseen instances, to update the embedding matrix according to selected one or more unseen instances that have higher predicted confidence when the embedding matrix is applied, and to detect an object of interest in an unseen category from a region of an image using the updated embedded matrix. The initial embedding matrix can be refined beforehand using an adaptive max margin approach.

Inventors:
YU YUNLONG (CN)
Application Number:
PCT/CN2017/075764
Publication Date:
September 13, 2018
Filing Date:
March 06, 2017
Export Citation:
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Assignee:
NOKIA TECHNOLOGIES OY (FI)
NOKIA TECH BEIJING CO LTD (CN)
International Classes:
G06N20/00; G06V10/50
Domestic Patent References:
WO2016145379A12016-09-15
Foreign References:
CN105740888A2016-07-06
CN105701504A2016-06-22
CN106203472A2016-12-07
CN105701514A2016-06-22
CN105718940A2016-06-29
CN106203483A2016-12-07
CN106250925A2016-12-21
CN106096661A2016-11-09
CN105512679A2016-04-20
US20160253597A12016-09-01
Other References:
See also references of EP 3593284A4
Attorney, Agent or Firm:
KING & WOOD MALLESONS (CN)
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