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Content Provider | IET Digital Library |
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Author | Huitzil, Cesar Torres |
Abstract | Mathematical morphology operators, applied in many vision-based applications, are characterised by repetitive operations on large amounts of data. Thus, novel design strategies for efficient hardware implementations are necessary. This study presents and evaluates a real-time hardware architecture for grey-level image erosion and dilation that processes data in streams for an efficient utilisation of memory bandwidth and low on-chip memory requirements. A low-complexity and highly modular architecture is proposed based on a sequence of pipeline stages, and parallel processing in order to minimise computational times. The design is intended to be used as a hardware accelerator in real-time embedded image processing applications requiring moderate-size and non-rectangular flat structuring elements on high-resolution images. The architecture is prototyped on a field programmable gate array device operating at a clock frequency of 260 MHz on a Virtex-6 device which compares favourably to the well-known delay-line-based hardware architectures in terms of complexity, memory requirements and execution time. A 7 × 7 dilation/erosion operator on 1280 × 1024 grey-level image can be performed at a rate of 95 frames per second, but the architecture can be scaled up if required. |
Starting Page | 112 |
Ending Page | 121 |
Page Count | 10 |
ISSN | 17519659 |
Volume Number | 8 |
e-ISSN | 17519667 |
Issue Number | Issue 2, Feb (2014) |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-ipr/8/2 |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-ipr.2013.0224 |
Journal | IET Image Processing |
Publisher Date | 2013-10-21 |
Access Restriction | Open |
Rights Holder | © The Institution of Engineering and Technology |
Subject Keyword | Clock Frequency Computer Vision Computer Vision And Image Processing Technique Embedded System Erosion Operator Field Programmable Gate Array Fleld Programmable Gate Array Device Frequency 260 MHz Grey-level Image Dilation Grey-level Image Erosion Grey-level Image Morphology High-resolution Image Image Resolution Logic And Switching Circuit Logic Circuit Mathematical Analysis Mathematical Morphology Mathematical Morphology Operators Mathematical Operators Memory Architecture Memory Bandwidth Memory Circuit Moderate-size Flat Structuring Element Modular Architecture Nonrectangular Flat Structuring Element On-chip Memory Requirements Optical, Image And Video Signal Processing Parallel Architecture Parallel Processing Pipeline Processing Pulse Circuit Real-time Embedded Image Processing Real-time Hardware Architecture Virtex-6 Device Vision-based Application |
Content Type | Text |
Resource Type | Article |
Subject | Signal Processing Electrical and Electronic Engineering Computer Vision and Pattern Recognition Software |
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