Visual object detection method based on objectness estimation

MAO Yu-ren; GUO Song; ZHENG Yang-ming; LIN Hua

doi:10.13873/j.1000-9787(2017)11-0147-04

Chinese

您当前的位置：

首页 >

文章列表页 >

Visual object detection method based on objectness estimation

更新时间：2025-09-11

- Visual object detection method based on objectness estimation
- Vol. 36, Issue 11, Pages: 147-150(2017)
- 作者机构：
  
  1. 浙江大学航空航天学院微小卫星研究中心
  2. 上海航天技术研究院
- 作者简介：
- 基金信息：
- DOI：10.13873/j.1000-9787(2017)11-0147-04
  CLC： TP391.41
- Published：2017
- 稿件说明：
移动端阅览
[1]毛玉仁,郭松,郑阳明,林华.基于似物性判别的视觉目标检测方法[J].传感器与微系统,2017,36(11):147-150.

MAO Yu-ren, GUO Song, ZHENG Yang-ming, et al. Visual object detection method based on objectness estimation[J]. 2017, 36(11): 147-150.
[1]毛玉仁,郭松,郑阳明,林华.基于似物性判别的视觉目标检测方法[J].传感器与微系统,2017,36(11):147-150. DOI： 10.13873/j.1000-9787(2017)11-0147-04.

MAO Yu-ren, GUO Song, ZHENG Yang-ming, et al. Visual object detection method based on objectness estimation[J]. 2017, 36(11): 147-150. DOI： 10.13873/j.1000-9787(2017)11-0147-04.

摘要

提出了一种基于似物性判定理论的单图像视觉目标检测算法。在组合几何学的引导下遴选候选图像窗口;应用创新提出的基于图像分割的结构化特征结合支持向量机对候选窗口的似物性进行评分;根据评分对候选窗口进行排序遴选。在PASCAL VOC2007数据集上进行了定量验证

结果表明:当候选集容量为1 000时

算法可达到96.1%的召回率。检测性能优于目标识别领域的4种经典算法。

Abstract

An object detection method for single images based on objectness estimation theory is proposed.Original proposals are generated based on combinational geometry. The proposals are scored by segmentation-based structural feature and support vector machine. Proposals are sorted according to their score. Quantitative validation on PASCAL VOC 2007 dataset

when the number of the proposals is 1 000

the algorithm can achieve recall rate at96. 1 %. Its detection performnce outperforms four classic algorithms.

关键词

Keywords

references

Selective Search for Object Recognition [J] . J. R. R. Uijlings,K. E. A. Sande,T. Gevers,A. W. M. Smeulders. International Journal of Computer Vision . 2013 (2)

Efficient Graph-Based Image Segmentation [J] . Pedro F. Felzenszwalb,Daniel P. Huttenlocher. International Journal of Computer Vision . 2004 (2)

Robust Real-Time Face Detection [J] . Paul Viola,Michael J. Jones. International Journal of Computer Vision . 2004 (2)

Views

下载量

CSCD

Alert me when the article has been cited

提交

Tools

Publicity Resources

Visual-based pose detection method for specific objects

Traffic light detection and recognition based on Faster-RCNN

Traffic sign detection and recognition based on YOLO v3

Remote sensing object detection algorithm based on feature enhancement and dense scene optimization

Detection approach of vision based on road vehicle

Related Author

MA Huili

LU Zhaoquan

WANG Shouting

SHI Hongli

LIU Bo

CHEN Yinghao

PAN Weiguo

LIU Bo

Related Institution

School of Electrical Eengineering and Automation,Hefei University of Technology

Beijing Key Laboratory of Information Service Engineering, Beijing Union University

College of Robotics,Beijing Union University

College of Applied Science and Technology,Beijing Union University

School of Electronic Information and Electrical Engineering,Shanghai Jiao Tong University

⁰