Distributed Deep Convolutional Neural Network For Smart Camera Image Recognition
作者： Emmanuel Ayuyao Castillo , Ali Ahmadinia
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摘要: Smart Cameras brought sight to the idea of cameras as sensors for visual data rather than strictly taking pictures. One set applications that leverages this are image recognition applications. Unfortunately, a main drawback on these is hardware limitations they compromise with due many its residing in embedded domain. As matter fact, Deep Convolutional Neural Network (DCNN) general algorithm used handling tasks can be costly response time, power consumption and transfer bandwidth. However, architecture DCNN consisted layers do specific processing tasks. These distribution efficiently organized system improve limit usage reduce A concept proposed distribute within distributed devices, an edge device Cloud may
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sci-hub.se 参考文章(12)
B. Rinner, W. Wolf, An Introduction to Distributed Smart Cameras Proceedings of the IEEE. ,vol. 96, pp. 1565- 1575 ,(2008) , 10.1109/JPROC.2008.928742
Umar Farooq, Muhammad Amar, Eitzaz ul Haq, Muhammad Usman Asad, Hafiz Muhammad Atiq, Microcontroller Based Neural Network Controlled Low Cost Autonomous Vehicle international conference machine learning and computing. pp. 96- 100 ,(2010) , 10.1109/ICMLC.2010.71
Anvith Mahabalagiri, Koray Ozcan, Senem Velipasalar, Camera motion detection for mobile smart cameras using segmented edge-based optical flow 2014 11th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS). pp. 271- 276 ,(2014) , 10.1109/AVSS.2014.6918680
M. Litzenberger, A.N. Belbachir, P. Schon, C. Posch, Embedded Smart Camera for High Speed Vision international conference on distributed smart cameras. pp. 81- 86 ,(2007) , 10.1109/ICDSC.2007.4357509
Alessandro Dionisi, Emilio Sardini, Mauro Serpelloni, Wearable object detection system for the blind instrumentation and measurement technology conference. pp. 1255- 1258 ,(2012) , 10.1109/I2MTC.2012.6229180
Sergey Kachan, Volodymyr Shvaichenko, Olena Shvaichenko, Dimitry Titkov, None, Problems of Image Visualization and Processing of Audio Signals in the Case of the Use of SiLabs-microcontroller C8051FXXX in Area of Telecommunications international conference on experience of designing and applications of cad systems in microelectronics. pp. 499- 500 ,(2007) , 10.1109/CADSM.2007.4297631
Subodh L. Wasankar, Harshad Mahajan, Deovrat Deshmukh, Hemant Munot, Machine learning with text recognition international conference on computational intelligence and computing research. pp. 1- 5 ,(2010) , 10.1109/ICCIC.2010.5705811
John Kassebaum, Nirupama Bulusu, Wu-Chi Feng, 3-D Target-Based Distributed Smart Camera Network Localization IEEE Transactions on Image Processing. ,vol. 19, pp. 2530- 2539 ,(2010) , 10.1109/TIP.2010.2062032
Elias De Coninck, Tim Verbelen, Bert Vankeirsbilck, Steven Bohez, Sam Leroux, Pieter Simoens, DIANNE: Distributed Artificial Neural Networks for the Internet of Things Proceedings of the 2nd Workshop on Middleware for Context-Aware Applications in the IoT. pp. 19- 24 ,(2015) , 10.1145/2836127.2836130
Elias De Coninck, Tim Verbelen, Bert Vankeirsbilck, Steven Bohez, Pieter Simoens, Piet Demeester, Bart Dhoedt, Distributed Neural Networks for Internet of Things: The Big-Little Approach the internet of things. pp. 484- 492 ,(2015) , 10.1007/978-3-319-47075-7_52