SIA OpenIR  > 光电信息技术研究室
基于区域的多类目标识别与分割算法研究
Alternative TitleRegion-based multi-class object recognition and segmentation
吴士林; 耿佳佳; 朱枫; 于泳
Department光电信息研究室
Source Publication中国图象图形学报
ISSN1006-8961
2011
Volume16Issue:9Pages:1607-1614
Indexed ByCSCD
CSCD IDCSCD:4317466
Contribution Rank1
Funding Organization国家自然科学基金项目(60705011)
Keyword目标识别 图像分割 多类 条件随机场模型 Joint-boost算法
Abstract为了实现复杂自然场景中多类目标的识别与分割,利用条件随机场(CRF)对目标特征进行建模,并在此基础上运用过分割算法将图片分为有限个连续区域,提出一种新的基于区域的CRF模型,即R-CRF模型,并采用Joint-boost算法对标注样本进行训练,研究基于主题的R-CRF模型在多类目标识别与分割中的应用。MSRC-21类数据库的实验结果表明,该算法在多类目标识别与分割中取得的结果优于国内外其他算法,尤其对于其他算法中正确率很低的形状多变而样本少的高结构物体的识别和分割取得了很好的结果。
Other AbstractA conditional random field(CRF) model is used to incorporate different feature potentials of objects for multi-class object recognition and segmentation in natural images.By using an over-segmentation algorithm,we propose a new region based CRF model called R-CRF model.We train our model on annotated samples by using Joint-boost algorithm and investigate the performance of the theme based R-CRF model for class based pixel-wise segmentation of images.We compare our results with recent published results on th...
Language中文
Citation statistics
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/7132
Collection光电信息技术研究室
Corresponding Author吴士林
Affiliation1.中国科学院沈阳自动化研究所
2.中国科学院研究生院
3.中国科学院光电信息处理重点实验室
4.辽宁省图像理解与视觉计算重点实验室
5.Broadcom Corporation 200 Brickstone Square
Recommended Citation
GB/T 7714
吴士林,耿佳佳,朱枫,等. 基于区域的多类目标识别与分割算法研究[J]. 中国图象图形学报,2011,16(9):1607-1614.
APA 吴士林,耿佳佳,朱枫,&于泳.(2011).基于区域的多类目标识别与分割算法研究.中国图象图形学报,16(9),1607-1614.
MLA 吴士林,et al."基于区域的多类目标识别与分割算法研究".中国图象图形学报 16.9(2011):1607-1614.
Files in This Item: Download All
File Name/Size DocType Version Access License
ZWQK000873.pdf(1423KB) 开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[吴士林]'s Articles
[耿佳佳]'s Articles
[朱枫]'s Articles
Baidu academic
Similar articles in Baidu academic
[吴士林]'s Articles
[耿佳佳]'s Articles
[朱枫]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[吴士林]'s Articles
[耿佳佳]'s Articles
[朱枫]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: ZWQK000873.pdf
Format: Adobe PDF
This file does not support browsing at this time
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.