NDLI: Semiconducting bilinear deep learning for incomplete image recognition

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Semiconducting bilinear deep learning for incomplete image recognition

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Semiconducting bilinear deep learning for incomplete image recognition

Content Provider	ACM Digital Library
Author	Chung, Fu-lai Wu, Gangshan Liu, Yan Zhong, Sheng-hua
Abstract	Image recognition with incomplete data is a well-known hard problem in multimedia content analysis. This paper proposes a novel deep learning technique called semiconducting bilinear deep belief networks (SBDBN) by referencing human's visual cortex and intelligent perception. Inheriting from deep models, SBDBN simulates the laminar structure of human's cerebral cortex and the neural loop in human's visual areas. To address the special difficulties of image recognition with incomplete data, we design a novel second-order deep architecture with semiconducting restricted boltzmann machines. Moreover, two peaks activation of human's perception is implemented by three learning stages of semiconducting bilinear discriminant initialization, greedy layer-wise reconstruction, and global fine-tuning. Owing to exploiting the embedding information according to the reliable features rather than any completion of missing features, the proposed SBDBN has demonstrated outstanding recognition ability on two standard datasets and one constructed dataset, comparing with both incomplete image recognition techniques and existing deep learning models.
Starting Page	1
Ending Page	8
Page Count	8
File Format	PDF
ISBN	9781450313292
DOI	10.1145/2324796.2324836
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2012-06-05
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Deep learning Semiconducting rbm Image recognition Missing features Semiconducting bilinear discriminant initialization
Content Type	Text
Resource Type	Article

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