In Chapter 4, we propose a novel algorithm for automatic image annotation.
在第四章中，我们提出了一种图像语义自动标注算法。
This paper proposed an automatic image annotation method based on the weighted feature.
提出了一种基于加权特征的图像自动标注方法。
The key point of the semantic-based image retrieval is the semantic-based image annotation.
基于语义的图像检索的闭键和难里反在于基于语义的图像本注。
Image annotation techniques have been developed to address this problem to a certain extent.
基于检索的图像标注技术的应运而生，在一定程度上解决了这个问题。
An image annotation method based on mutual information and constrained clustering is proposed.
提出一种基于互信息约束聚类的图像标注算法。
The semantic gap between image semantic and visual features will be solved in image annotation.
图像语义的标注需要解决图像高层语义和底层特征间存在的语义鸿沟。
The experimental results show that the new method can improve the precision of image annotation.
实验结果表明，通过该方法能提高图像自动语义标注的准确率。
Image annotation plays a very important role in managing and retrieving abundant images over the Internet nowadays.
目前图像标注技术在整理、分类、组织和检索互联网图像中扮演着重要的角色。
A novel automatic image annotation approach is proposed to bridge the semantic gap of content-based image retrieval.
针对图像检索中的语义鸿沟问题，提出了一种新颖的自动图像标注方法。
A popular technology is focused on how to build the semantic relevance model for the task of automatic image annotation.
如何挖掘基于语义的相关模型是当前自动图像标注技术中一项重要而迫切的研究课题。
The experimental results show that the image annotation tool improves the performance of semantic retrieval substantially.
实验表明，本标注工具应用到图像语义检索系统中，大幅度的提高了语义检索的性能。
The experimental results show that this approach outperforms other traditional methods and is effective for image annotation.
实验结果表明，提出的标注方法可行，同时标注结果与传统的标注方法相比得到了明显提高。
Experiments conducted on standard dataset demonstrate the effectiveness and efficiency of the proposed approach for image annotation.
通过在通用图像集上的实验结果表明，本文提出的自动图像标注方法是有效的。
Concerning the imbalance of the data set used in image annotation, a new self-balancing model based on external database was proposed.
针对图像标注中所使用数据集存在的数据不平衡问题，提出一种新的基于外部数据库的自动平衡模型。
The text-based image retrieval technique utilizes the manual image annotation as image character for retrieval and is a precise matching.
其中基于文本的图像检索方法利用人工对图像进行标注作为检索特征，进行的是精确匹配；
In order to improve the performance of the image annotation, an image semantic annotation method based on multi-modal relational graph was proposed.
为了改善图像标注的性能，提出了一种基于多模态关联图的图像语义标注方法。
And then, taking into account the specific process of automatic image annotation, we built the automatic image annotation model based on Gaussian mixture model.
再针对具体的自动标注过程，建立了基于高斯混合模型的自动图像标注模型。
The accuracy of his algorithm demonstrates promise in improving video and still-image annotation, advertising, and the monitoring and identification of people appearing in public.
他的算法的精确度，为视频和静态影像注释、广告，以及监视和识别公共场所的人流等方面带来进步的希望。
The proposed method overcomes the imbalance in image annotation, making the number of words which can be correctly labeled at least once, precision and recall be increased obviously.
此方法克服了图像标注中数据库存在的不平衡问题，使得至少被正确标注一次的词的数量、精确率和召回率等均明显提高。
There are a small amount of pixel-based semantic image annotation systems which have no problem of adequate semantics learning but are time-consuming of the new image's semantic prediction.
也有少数系统是对像素点级别的特征进行语义学习和预测的，这样虽然可以确保特征的学习足够充分，但是语义的预测过程很耗时。
Acquire the specified text and annotation image filename from the data array, and write the specified text to the image.
从数据数组中采集指定的文本和注释图像文件名，并把指定的文本写入到图像中。
Next up is loading and copying a resized version of the annotation image into the box below the specified text.
接下来将把注释图像调整后的版本装入并复制到指定文本下面的框中。
To facilitate modification and annotation of the image, the triangle coordinates are printed out to be applied to the image later.
为了便于对图像进行修改和注释，将输出三角形坐标以便稍后应用到图像中。
stateCompositeMap.pl is very similar to the worldCompositeMap.pl program -- its modifications are focused on aligning the various annotation components to the differently sized base image.
pl 与 worldCompositeMap.pl程序非常相似 ——其修改主要是在把各种注释组件与各种尺寸的基本图像对齐。
Notice that each method has a comment annotation specifying the image file to use and a method that returns an AbstractImagePrototype.
需要注意的是每个方法都有一个公共注解来指明图片的文件名，方法的返回类型都是AbstractImagePrototype。
The tour of becoming famous of Zhou Jie's human relations is not exactly most vivid annotation explanatory note of the image the most of this poem?
周杰伦的成名之旅，不正是这首诗最形象最生动的诠释吗？
This method overcomes the limit of the traditional statistical based semantic annotation method. It improved the accuracy and efficiency of image semantic annotation.
该方法克服了传统的基于统计的语义标注方法效率低、准确率低的缺点，有效提高了图像语义标注的准确率和效率。
Literature is human feelings of the most abundant of the most vivid expression of human history, is the image of the annotation, the literature of one nation, is the nation's history.
文学是人类感情的最丰富最生动的表达，是人类历史的最形象的诠释，一个民族的文学，是这个民族的历史。
The traditional text-based manual annotation method for image content is laborious, time-consuming and subjective bias.
传统的手工标注方式对图像内容进行文本标注，费时费力且主观偏差非常明显。
This two-level semantic annotation research is of great significance to the semantic-based image retrieval system.
这两个层次的语义标注研究对于动画素材图像语义检索系统的高效运行有着重要意义。
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