Image Content Clustering and Summarization for Photo Collections

Cheng-Hung Li, Chih-Yi Chiu, Chun-Rong Huang, Chu-Song Chen, Lee-Feng Chien
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引用次数: 16

Abstract

Rapid growth of digital photography in recent years spurred the need of photo management tools. In this study, we propose an automatic organization framework for photo collections based on image content, so that a novel browsing experience is provided for users. For each photograph, human faces, together with corresponding clothes and nearby regions are located. We extract color histograms of these regions as the image content feature. Then a similarity matrix of a photo collection is generated according to temporal and content features of those photographs. We perform hierarchical clustering based on this matrix, and extract duplicate subjects of a cluster by introducing the contrast context histogram (CCH) technique. The experimental results show that the developed framework provides a promising result for photo management
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图片集的图像内容聚类和摘要
近年来数码摄影的快速发展刺激了对照片管理工具的需求。在本研究中,我们提出了一种基于图像内容的图片集自动组织框架,为用户提供一种新颖的浏览体验。对于每张照片,人脸以及相应的衣服和附近区域都被定位。我们提取这些区域的颜色直方图作为图像的内容特征。然后根据照片的时间特征和内容特征生成照片集的相似矩阵。在此基础上进行分层聚类,并通过引入对比上下文直方图(CCH)技术提取聚类中的重复主题。实验结果表明,所开发的框架为照片管理提供了良好的效果
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