Set-label modeling and deep metric learning on person re-identification
文献类型：期刊论文
| 作者 | Hao Liu ; Bingpeng Ma; Lei Qin; Junbiao Pang; Chunjie Zhang; Qingming Huang
|
| 刊名 | Neurocomputing
 |
| 出版日期 | 2015 |
| 期号 | 151页码:1283–1292 |
| 关键词 | Person Re-identification Mutual-information Metric Learning Deep Learning Neighborhoodcomponentanalysis |
| 英文摘要 | Person re-identification aimsatmatchingindividualsacrossmultiplenon-overlappingadjacentcameras. By condensingmultiplegalleryimagesofapersonasawhole,weproposeanovelmethodnamedSet- Label Model(SLM)toimprovetheperformanceofpersonre-identification underthemulti-shotsetting. Moreover,weutilizemutual-informationtomeasuretherelevancebetweenqueryimageandgallery sets. Todecreasethecomputationalcomplexity,weapplyaNaive–BayesNearest-Neighboralgorithmto approximatethemutual-informationvalue.Toovercomethelimitationsoftraditionallinearmetric learning, wefurtherdevelopadeepnon-linearmetriclearning(DeepML)approachbasedonNeighbor- hood ComponentAnalysisandDeepBeliefNetwork.Toevaluatetheeffectivenessofourproposed approaches, SLMandDeepML,wehavecarriedoutextensiveexperimentsontwochallengingdatasetsi- LIDS andETHZ.Theexperimentalresultsdemonstratethattheproposedmethodscanobtainbetter performances comparedwiththestate-of-the-artmethods. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/15394]  |
| 专题 | 自动化研究所_类脑智能研究中心 |
| 推荐引用方式 GB/T 7714 | Hao Liu,Bingpeng Ma,Lei Qin,et al. Set-label modeling and deep metric learning on person re-identification[J]. Neurocomputing,2015(151):1283–1292. |
| APA | Hao Liu,Bingpeng Ma,Lei Qin,Junbiao Pang,Chunjie Zhang,&Qingming Huang.(2015).Set-label modeling and deep metric learning on person re-identification.Neurocomputing(151),1283–1292. |
| MLA | Hao Liu,et al."Set-label modeling and deep metric learning on person re-identification".Neurocomputing .151(2015):1283–1292. |
入库方式： OAI收割
来源：自动化研究所
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