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  1. Transferable Feature Representation for Visible-to-Infrared Cross-Dataset Human Action Recognition.Yang Liu, Zhaoyang Lu, Jing Li, Chao Yao & Yanzi Deng - 2018 - Complexity 2018:1-20.
    Recently, infrared human action recognition has attracted increasing attention for it has many advantages over visible light, that is, being robust to illumination change and shadows. However, the infrared action data is limited until now, which degrades the performance of infrared action recognition. Motivated by the idea of transfer learning, an infrared human action recognition framework using auxiliary data from visible light is proposed to solve the problem of limited infrared action data. In the proposed framework, we first construct a (...)
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  • Precision Security: Integrating Video Surveillance with Surrounding Environment Changes.Wenfeng Wang, Xi Chen, Guiwei Zhang, Jing Qian, Peng Wei, Boqian Wu & Hongwei Zheng - 2018 - Complexity 2018:1-10.
    Video surveillance plays a vital role in maintaining the social security although, until now, large uncertainty still exists in danger understanding and recognition, which can be partly attributed to intractable environment changes in the backgrounds. This article presents a brain-inspired computing of attention value of surrounding environment changes with a processes-based cognition model by introducing a ratio valueλof EC-implications within considered periods. Theoretical models for computation of warning level of EC-implications to the universal video recognition efficiency are further established. Imbedding (...)
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  • Intelligent Image Recognition System for Marine Fouling Using Softmax Transfer Learning and Deep Convolutional Neural Networks.C. S. Chin, JianTing Si, A. S. Clare & Maode Ma - 2017 - Complexity:1-9.
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