A high performance HW accelerator is proposed to extract and refine the Interest Points from images, by accurately calculating the Difference-of-Gaussian and using refinement algorithms from the SIFT method. Unique features of the accelerator consist in an accuracy comparable to the CDVS Test Model, reference software; in the capability to process the incoming pixel in streaming order to minimize the amount of embedded memory and avoid external frame buffers; in the possibility to configure the processor with different area/speed ratios. FPGA synthesis on a Xilinx XC7V2000T returns a maximum operation frequency up of 309 MHz at the fastest corner. Standard cell synthesis with the STMICROELECTRONICS FDSOI 28 nm technology, de-congestioned by the use of DPREG memories in place of SRAM, gives a maximum frequency of 1.2 GHz and a power dissipation of about 1 W at the typical conditions.
Frame buffer-less stream processor for accurate real-time interest point detection
LICCIARDO, GIAN DOMENICO;DI BENEDETTO, LUIGI
2016-01-01
Abstract
A high performance HW accelerator is proposed to extract and refine the Interest Points from images, by accurately calculating the Difference-of-Gaussian and using refinement algorithms from the SIFT method. Unique features of the accelerator consist in an accuracy comparable to the CDVS Test Model, reference software; in the capability to process the incoming pixel in streaming order to minimize the amount of embedded memory and avoid external frame buffers; in the possibility to configure the processor with different area/speed ratios. FPGA synthesis on a Xilinx XC7V2000T returns a maximum operation frequency up of 309 MHz at the fastest corner. Standard cell synthesis with the STMICROELECTRONICS FDSOI 28 nm technology, de-congestioned by the use of DPREG memories in place of SRAM, gives a maximum frequency of 1.2 GHz and a power dissipation of about 1 W at the typical conditions.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
