Invention Grant
- Patent Title: Image recognition apparatus, learning apparatus, image recognition method, learning method, and storage medium
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Application No.: US15973960Application Date: 2018-05-08
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Publication No.: US10885372B2Publication Date: 2021-01-05
- Inventor: Takamasa Tsunoda , Masakazu Matsugu
- Applicant: CANON KABUSHIKI KAISHA
- Applicant Address: JP Tokyo
- Assignee: CANON KABUSHIKI KAISHA
- Current Assignee: CANON KABUSHIKI KAISHA
- Current Assignee Address: JP Tokyo
- Agency: Canon U.S.A., Inc. IP Division
- Priority: JP2017-094694 20170511
- Main IPC: G06K9/46
- IPC: G06K9/46 ; G06K9/62 ; G06N3/08 ; G06N3/04 ; G06K9/00

Abstract:
A Deep Neural Network (DNN) having a plurality of recognition tasks with different scales makes it possible to perform recognition processing in a network where identification layers are branched from one intermediate layer. An image recognition apparatus for recognizing a target includes a first acquisition unit configured to acquire from an input image a first intermediate feature amount for performing first identification, a first identification unit configured to perform the first identification based on the first intermediate feature amount, a second acquisition unit configured to acquire from the first intermediate feature amount a second intermediate feature amount for performing second identification having a larger scale than the first identification, and a second identification unit configured to perform the second identification based on the second intermediate feature amount.
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