基于CNN的红外图像边缘检测算法的FPGA实现
王巍, 安友伟, 黄展, 丁锋, 杨铿, 白晨旭. 基于CNN的红外图像边缘检测算法的FPGA实现[J]. 光子学报, 2012, 41(11): 1354.
WANG Wei, AN You-wei, HUANG Zhan, DING Feng, YANG Keng, BAI Cheng-xu. The Implementation of Infrared Image Edge Detection Algorithm Based on CNN on FPGA[J]. ACTA PHOTONICA SINICA, 2012, 41(11): 1354.
[1] DAVIS J W, KECK M A. A two-stage template approach to person detection in thermal imagery［C］. IEEE workshops on Application of Computer Vision. Breckenridge, 2005: 364-369.
[2] BASTURK A, GUNAY E. Colonel selection algorithm based cloning template learning for edge detection in digital images with CNN［C］. Signal Processing, IEEE Communication and Applications Conference, Aydin, 2008: 1-4.
[3] LINAN G, VAZQUEZ A R, ESPEJO S, et al. ACE16K: a 128×128 focal plane analog processor with digital I/O［C］. Proceedings of the 2002 7th IEEE International Workshop on Cellular Neural Networks and Their Applications, CA, 2002: 132-139.
[4] KISS A, NAGY Z. Computational fluid flow simulation on body fitted mesh geometry with FPGA based emulated digital cellular neural networks［C］. 12th International Workshop on Cellular Nanoscale Networks and Their Applications, Berkeley, CA, 2010: 1-6.
[5] TUKEL M, YALCIN M E. A new architecture for Cellular Neural Network on reconfigurable hardware with an advance memory allocation method［C］. 12th International Workshop on Cellular Nanoscale Networks and Their Applications, Berkeley, CA, 2010: 1-6.
[6] MARTINEZ-ALVAREZ J J, TOLEDO-MOREO J, GARRIGOS-GUERRERO J, et al. A multi-FPGA distributed embedded system for the emulation of Multi-Layer CNNs in real time video applications［C］. Cellular Nanoscale Networks and Their Applications. Berkeley, CA, 2010: 1-5.
[7] PALAZZO S, MURARI A, VAGLIASINDI G, et al. Image processing with cellular nonlinear networks implemented on field-programmable gate arrays for real-time applications in nuclear fusion［J］. Review of Scientific Instruments, 2010, 81(8): 1-10.
[8] SCHLOTTMANN C R, PETRE C, HASLER P E. A high-level simulink-based tool for FPAA configuration［J］. IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 2012, 20(1): 10-18.
[9] SLAVOVA A, RASHKOVA V. A novel CNN based image denoising model［C］. Circuit Theory and Design (ECCTD), Linkoping, 2011, 226-229.
[10] DENG Shao-jiang, TIAN Yuan, HU Xi-peng. Application of new advanced CNN structure with adaptive thresholds to color edge detection［J］. Communications in Nonlinear Science and Numerical Simulation, 2012, 17(4): 1637-1648.
[11] 王怀颖. 细胞神经网络在图像处理中的应用技术研究［D］. 南京: 南京航空航天大学, 2007.
WANG Huai-yin. Cellular neural network application in image processing technology research［D］. Nanjing: Nanjing University of Aeronautics and Astronautics, 2007.
[12] MALKI S. On Hardware Implementation of Discrete-Time Cellular Neural Networks［D］. Lund: Lund University, 2008.
[13] CHAKRADHAR S, SANKARADAS M, JAKKULA V, et al. A dynamically configurable coprocessor for convolutional neural networks［C］. International Symposium on Computer Architecture, Saint-Malo, 2010: 247-257.
王巍, 安友伟, 黄展, 丁锋, 杨铿, 白晨旭. 基于CNN的红外图像边缘检测算法的FPGA实现[J]. 光子学报, 2012, 41(11): 1354. WANG Wei, AN You-wei, HUANG Zhan, DING Feng, YANG Keng, BAI Cheng-xu. The Implementation of Infrared Image Edge Detection Algorithm Based on CNN on FPGA[J]. ACTA PHOTONICA SINICA, 2012, 41(11): 1354.
PDF全文
