Histogram Oriented Gradients and Map Seeking Circuits Pattern Recognition with Compressed Imagery

被引：0
|
作者：
Newtson, Kathy [1 ]
Creusere, Charles [2 ]
机构：
[1] Johns Hopkins Univ, Appl Phys Lab, Precis Strike Mission Area, Las Cruces, NM 88001 USA
[2] New Mexico State Univ, Klipsch Sch Elect & Comp Engn, Las Cruces, NM 88003 USA
来源：
2016 IEEE SOUTHWEST SYMPOSIUM ON IMAGE ANALYSIS AND INTERPRETATION (SSIAI) | 2016年
关键词：
Map Seeking Circuits; MSC; Histogram Oriented Gradients; HOG; JPEG; JPEG2000; Imagery Pattern Recognition;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Object recognition from compressed imagery has the potential of saving storage and processing time. However, the selection of the compression technique needs to be optimal for the pattern recognition algorithm's feature extraction. We consider here image compression in the presence of Map Seeking Circuits (MSC)-based object detection, a technique which relies on finding the edges within the imagery and correlating the patterns with the object of interest. Our results indicate that for JPEG and JPEG 2000 compression, high compression ratios do not affect object detection and localization results to any significant degree when using MSC. In addition, we also consider the effect of compression on Histogram Oriented Gradients (HOG)-based feature extraction, finding again that the effect is manageable.
引用
收藏
页码：113 / 116
页数：4
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