|
OALib Journal期刊
ISSN: 2333-9721
费用：99美元
|
|
|
|
？利用图像类标信息的自调式字典学习方法
DOI: 10.13232/j.cnki.jnju.2015.02.016, PP. 320-327
Keywords: 类标签,自调学习,字典学习
Abstract:
？字典学习是图像分类的关键研究问题之一.现有的字典学习方法大都假设所有训练样本同等重要.实际上,训练样本由于样本之间关联性作为一种“隐藏属性”是未知的,因此,训练样本的学习顺序也与学习效果密切相关.提出一种将自调学习机制融合于字典更新过程的新型字典学习方法,在字典学习中,学习的过程并不是一次处理所有训练样例,而是从简单的训练样例学起,通过迭代逐步扩展至整个训练数据集.针对自调式过程是一种无监督式的学习这一特点,融合类标机制,利用图像类标信息进行监督,得到一种更加高效的简单样本判别方法,从而提高学习过程中反复迭代的效率.在caltech-101数据集上进行图像分类实验,并和其他几种字典学习算法进行了分析和比较,结果表明本文算法在字典表示以及分类效果上都取得了更好的效果.
| [1] | sivicj,zissermana.videogoogle:atextretrievalapproachtoobjectmatchinginvideos.
|
| [2] | in:ieeeinternationalconferenceoncomputervision.nice,france,2003,1470~1477.
|
| [3] | lazebniks,schmidc,poncej.beyondbagsoffeatures:spatialpyramidmatchingfor
|
| [4] | recognizingnaturalscenecategories.in:ieeeconferenceoncomputervisionandpatternrec-
|
| [5] | ognition.newyork,ny,2006,2169~2178.
|
| [6] | wangjj,yangjc,yuk,etal.locality-constrainedlinearcodingforimageclassification.
|
| [7] | in:ieeeconferenceoncomputervisionandpatternrecognition.sanfrancisco,california,
|
| [8] | usa,2010,3360~3367.
|
| [9] | jiayq,huangc,darrellt.beyondspatialpyramids:receptivefieldlearningforpooled
|
| [10] | imagefeatures.in:ieeeconferenceoncomputervisionandpatternrecognition.providence,
|
| [11] | incrementalbayesianapproachtestedon101objectcategories.computervisionandimage
|
| [12] | understanding,2007,106(1):59~70.
|
| [13] | yangjc,yuk,gongyh,etal.linearspatialpyramidmatchingusingsparsecodingforimage
|
| [14] | classification.in:ieeeconferenceoncomputervisionandpatternrecognition.miami,florida,
|
| [15] | usa,2009,1794~1801.
|
| [16] | mairalj,bachf,poncej,etal.onlinedictionarylearningforsparsecoding.in:international
|
| [17] | tangy,yangyb,gaoy.self-paceddictionarylearningforimageclassification.in:proceedings
|
| [18] | informationprocessingsystems.vancouver,bc,canada,2008,1033~1040.
|
| [19] | jiangzl,linz,larrysd.learningadiscriminativedictionaryforsparsecodingvia
|
| [20] | labelconsistentk-svd.in:ieeeconferenceoncomputervisionandpatternrecognition.
|
| [21] | coloradosprings,co,usa,2011,1697~1704.
|
| [22] | kumarmp,packerb,kollerd.self-pacedlearningforlatentvariablemodels.advances
|
| [23] | onmachinelearning.montreal,qc,canada,2009,41~48.
|
| [24] | leeyj,graumank.learningtheeasythingsfirst:self-pacedvisualcategorydiscovery.in:
|
| [25] | rhodeisland,usa,2012,3370~3377.
|
| [26] | liff,robf,pietrop.learninggenerativevisu-almodelsfromfewtrainingexamples:an
|
| [27] | csurkag,dancecr,fanlx,etal.visualcate-gorizationwithbagsofkeypoints.in:european
|
| [28] | conferenceoncomputervisionworkshoponstatisticallearningincomputervision.slovan-
|
| [29] | skyostrov,prague,czechrepublic,2004,1~22.
|
| [30] | olshausenba,fielddj.sparsecodingwithanovercompletebasisset:astrategyemployedby
|
| [31] | v1.visionresearch,1997,37(23):3311~3325.
|
| [32] | conferenceonmachinelearning.montreal,canada,2009:689~696.
|
| [33] | ofthe20thacminternationalconferenceonmul-timedia,nara,japan,2012,833~836.
|
| [34] | 俞亚军,霍静,史颖欢等.ssxcs:半监督学习分类系统.南京大学学报(自然科学),2013,49(5):611~618.
|
| [35] | mairalj,bachf,poncej,etal.superviseddictionarylearning.advancesinneural
|
| [36] | yangjc,yuk,huangt.supervisedtranslation-invariantsparsecoding.in:ieee
|
| [37] | conferenceoncomputervisionandpatternrec-ognition.sanfrancisco,ca,2010,3517~3524.
|
| [38] | inneuralinformationprocessingsystems.vancouver,bc,canada,2010,1189~1197
|
| [39] | bengioy,louradourj,collobertr,etal.curriculumlearning.in:internationalconference
|
| [40] | ieeeconferenceoncomputervisionandpatternrecognition.coloradosprings,co,
|
| [41] | usa,2011,1721~1728.
|
| [42] | leeh,battlea,rainar,etal.efficientsparsecodingalgorithms.advancesinneuralin-
|
| [43] | formationprocessingsystems.vancouver,bc,canada
|
Full-Text
|
|
Contact Us
service@oalib.com QQ:3279437679 
WhatsApp +8615387084133
|
|
