电脑知识与技术
電腦知識與技術
전뇌지식여기술
COMPUTER KNOWLEDGE AND TECHNOLOGY
2014年
28期
6727-6731,6747
,共6页
郭洁畅%朱蓉%何山%周云蕾
郭潔暢%硃蓉%何山%週雲蕾
곽길창%주용%하산%주운뢰
情感特征%颜色直方图%特征提取%颜色分类%支持向量机
情感特徵%顏色直方圖%特徵提取%顏色分類%支持嚮量機
정감특정%안색직방도%특정제취%안색분류%지지향량궤
emotional features%color histogram%feature extraction%color classification%support vector machine (SVM)
视觉活动是认知外部世界的主要途径,视觉感知源于物体的外形、色彩及纹理。而颜色特征的不同对人类情感变化起着至关重要的作用。鉴于不同风景图像会产生不同的颜色特征和情感特点,如何建立图像颜色特征与用户评价之间的关系并加以鉴别具有重要的研究意义。该文在学习前人提出的各种颜色提取分类算法的基础上,结合图像的颜色直方图对风景图像的颜色特征进行提取,并利用支持向量机的方法对图像进行分类。实验表明,该方法取得了较好的准确率。
視覺活動是認知外部世界的主要途徑,視覺感知源于物體的外形、色綵及紋理。而顏色特徵的不同對人類情感變化起著至關重要的作用。鑒于不同風景圖像會產生不同的顏色特徵和情感特點,如何建立圖像顏色特徵與用戶評價之間的關繫併加以鑒彆具有重要的研究意義。該文在學習前人提齣的各種顏色提取分類算法的基礎上,結閤圖像的顏色直方圖對風景圖像的顏色特徵進行提取,併利用支持嚮量機的方法對圖像進行分類。實驗錶明,該方法取得瞭較好的準確率。
시각활동시인지외부세계적주요도경,시각감지원우물체적외형、색채급문리。이안색특정적불동대인류정감변화기착지관중요적작용。감우불동풍경도상회산생불동적안색특정화정감특점,여하건립도상안색특정여용호평개지간적관계병가이감별구유중요적연구의의。해문재학습전인제출적각충안색제취분류산법적기출상,결합도상적안색직방도대풍경도상적안색특정진행제취,병이용지지향량궤적방법대도상진행분류。실험표명,해방법취득료교호적준학솔。
Visual activity is an important path for people to know and understand the outside world. As we known, people ’s visu-al perception come from the color, shape, and texture of objects, and among them, color features plays a vital role for the change of human emotions. In view of the different scenery image will produce different color characteristics and emotional characteris-tics, how to effectively extract image color features and built the mapping and identification for user evaluation has important re-search significance. Based on the previous studies proposed a variety of color extraction and classification algorithms, we apply an image color histogram method to extract the image features for the actual landscape images, and then use a classification method based on support vector machine (SVM) to identify emotional features. The experiment proves that it has obtained the high accu-racy.