Name
Title | ||
|---|---|---|
Implementation of the "Local Rank Differences" Image Feature Using SIMD Instructions of CPU |
Abstract | ||
|---|---|---|
Usage of statistical classifiers, namely AdaBoost and its modifications, in object detection and pattern recognition is a contemporary and popular trend. The computatiponal performance of these classifiers largely depends on low level image features they are using: both from the point of view of the amount of information the feature provides and the executional time of its evaluation. Local rank difference is an image feature that is alternative to commonly used Haar features. It is suitable for implementation in programmable (FPGA) or specialized (ASIC) hardware as well as graphics hardware (GPU). Additionally, as shown in this paper, it performs very well on common CPUpsilas. The paper discusses the LRD features and their properties, describes an experimental implementation of LRD using the multimedia instruction set of current general-purpose processors, presents its empirical performance measures compared to alternative approaches, and suggests several notes on practical usage of LRD and proposes directions for future work. |
Year | DOI | Venue |
|---|---|---|
2008 | 10.1109/ICVGIP.2008.27 | Bhubaneswar |
Keywords | Field | DocType |
simd instructions,lrd feature,haar feature,image feature,computatiponal performance,experimental implementation,alternative approach,graphics hardware,empirical performance,local rank differences,low level image,practical usage,application specific integrated circuits,kernel,fpga,pattern recognition,pixel,feature extraction,manganese,instruction sets,adaboost,cpu,image features,detectors,field programmable gate arrays,image classification,convolutional codes,statistical analysis,asic | Computer vision,Object detection,AdaBoost,Graphics hardware,Instruction set,Computer science,Feature (computer vision),SIMD,Feature extraction,Haar-like features,Artificial intelligence | Conference |
ISBN | Citations | PageRank |
978-0-7695-3476-3 | 1 | 0.38 |
References | Authors | |
8 | 4 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Adam Herout | 1 | 248 | 35.39 |
| Pavel Zemcik | 2 | 66 | 7.58 |
| Roman Juránek | 3 | 58 | 11.64 |
| Michal Hradis | 4 | 132 | 14.19 |