Title :
An FPGA implementation of image signature based visual-saliency detection
Author :
Kaushik, Bhanu ; Saini, Ritu ; Saini, Ashish ; Singh, Sushil ; Mandal, A.S.
Author_Institution :
Central Electron. Eng. Res. Inst. (CEERI), Acad. of Sci. & Innovative Res., Pilani, India
Abstract :
In this paper we present a prototype FPGA design for Saliency detection based on image signature technique to support embedded vision application. Visual attention supports biological vision to restrict our gaze only to the region of interest of a visual scene. We propose a pipelined architecture using Gaussian filter, Discrete Cosine Transform, Inverse Discrete Cosine Transform and Averaging block that is shared across the system. The investigation involves simulation and synthesis of VHDL code using ModelSimTM and Xilinx Synthesis Toolbox as design environments. Due to real-time requirements and computational-cost constraints in embedded systems, it is necessary to accelerate Saliency detection algorithm by hardware implementation. Experiment shows that the proposed hardware has the maximum clock speed of 160 MHz with Xilinx ML510 (Virtex-5 FX130T) FPGA platform.
Keywords :
discrete cosine transforms; field programmable gate arrays; filtering theory; inverse transforms; logic design; video surveillance; FPGA design; FPGA implementation; Gaussian filter; ModelSim; VHDL code simulation; VHDL code synthesis; Virtex-5 FX130T FPGA platform; Xilinx ML510 FPGA platform; Xilinx Synthesis Toolbox; averaging block; biological vision; embedded systems; embedded vision application; hardware implementation; image signature technique; inverse discrete cosine transform; pipelined architecture; video surveillance; visual attention; visual-saliency detection algorithm; Clocks; Computational modeling; Computer architecture; Discrete cosine transforms; Field programmable gate arrays; Registers; Visualization; Bottom-Up Approach; Discrete Cosine Transform; FPGA implementation; Human Vision System; Saliency Map;
Conference_Titel :
VLSI Design and Test, 18th International Symposium on
Conference_Location :
Coimbatore
Print_ISBN :
978-1-4799-5088-1
DOI :
10.1109/ISVDAT.2014.6881060