典型文献
Long-term Visual Tracking:Review and Experimental Comparison
文献摘要：
As a fundamental task in computer vision,visual object tracking has received much attention in recent years.Most studies focus on short-term visual tracking which addresses shorter videos and always-visible targets.However,long-term visual tracking is much closer to practical applications with more complicated challenges.There exists a longer duration such as minute-level or even hour-level in the long-term tracking task,and the task also needs to handle more frequent target disappearance and reappearance.In this paper,we provide a thorough review of long-term tracking,summarizing long-term tracking algorithms from two perspectives:framework architectures and utilization of intermediate tracking results.Then we provide a detailed description of existing benchmarks and corresponding evaluation protocols.Furthermore,we conduct extensive experiments and analyse the performance of trackers on six benchmarks:VOTLT2018,VOTLT2019(2020/2021),OxUvA,LaSOT,TLP and the long-term subset of VTUAV-V.Finally,we dis-cuss the future prospects from multiple perspectives,including algorithm design and benchmark construction.To our knowledge,this is the first comprehensive survey for long-term visual object tracking.The relevant content is available at .
文献关键词：
中图分类号：
作者姓名：
Chang Liu;Xiao-Fan Chen;Chun-Juan Bo;Dong Wang
作者机构：
School of Information and Communication Engineering,Dalian University of Technology,Dalian 116024,China;Dalian Minzu University,Dalian 116600,China
文献出处：
引用格式：
[1]Chang Liu;Xiao-Fan Chen;Chun-Juan Bo;Dong Wang-.Long-term Visual Tracking:Review and Experimental Comparison)[J].机器智能研究（英文）,2022(06):512-530
A类：
VOTLT2018,VOTLT2019,OxUvA,VTUAV
B类：
Long,Visual,Tracking,Review,Experimental,Comparison,fundamental,task,computer,vision,visual,object,tracking,has,received,much,attention,recent,years,Most,studies,focus,which,addresses,shorter,videos,always,visible,targets,However,closer,practical,applications,complicated,challenges,There,exists,longer,duration,such,minute,level,even,hour,also,needs,handle,frequent,disappearance,reappearance,In,this,paper,provide,thorough,review,summarizing,algorithms,from,two,perspectives,framework,architectures,utilization,intermediate,results,Then,detailed,description,existing,benchmarks,corresponding,evaluation,protocols,Furthermore,conduct,extensive,experiments,analyse,performance,trackers,six,LaSOT,TLP,subset,Finally,cuss,future,prospects,multiple,including,design,construction,To,knowledge,first,comprehensive,survey,relevant,content,available
AB值：
0.60799
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