large scale visual recognition challenge (ilsvrc)...
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LargeScaleVisualRecognitionChallenge(ILSVRC)2015
ObjectLocalization(LOC)
WeiLiuUNCChapelHill
OlgaRussakovskyCMU
Jia DengUniv.ofMichigan
Fei-Fei LiStanford
AlexBergUNCChapelHill
ILSVRCimageclassification(CLS)taskSteeldrum
Output:ScaleT-shirt
SteeldrumDrumstickMudturtle
✔ ✗
Output:ScaleT-shirt
GiantpandaDrumstickMudturtle
Error= Σ100,000images
1[incorrectonimagei]1100,000
ILSVRCobjectlocalization(LOC)taskSteeldrum
✔Foldingchair
Persiancat
Loudspeaker
SteeldrumPicket
fence
Output
✗Foldingchair
Persiancat
Loudspeaker
SteeldrumPicket
fence
Output (badlocalization)
✗Foldingchair
Persiancat
Loudspeaker
Picketfence
Kingpenguin
Output (badclassification)
ILSVRCobjectlocalization(LOC)taskSteeldrum
✔Foldingchair
Persiancat
Loudspeaker
SteeldrumPicket
fence
Output
Error= Σ100,000images
1[incorrectonimagei]1100,000
ILSVRC2015LOCresults– with“provided”dataTeamName Error (%)
MSRA 9.0Trimps-Soushen 12.3
QualcommResearch 12.6MCG-ICT-CAS 14.7Lunit-KAIST 14.7
Tencent-Bestimage 15.5ReCeption 19.6CUimage 21.2
CIL 23.2VUNO 25.3
MSRA:Kaiming He,Xiangyu Zhang,Shaoqing Ren,JianSunMicrosoft
Trimps-Soushen:Jie Shao*,XiaotengZhang*,JianyingZhou*,Zhengyan Ding*,WenfeiWang,LinMei,ChuanpingHu(*indicatesequalcontribution)TheThirdResearchInstituteoftheMinistryofPublicSecurity,P.R.China.
ILSVRC2015CLSresults– with“provided”dataTeamName Error (%)
MSRA 3.57ReCeption 3.58
Trimps-Soushen 4.58QualcommResearch 4.87
VUNO 5.03CIL 5.48
CUimage 5.86MCG-ICT-CAS 6.31HiVision 6.48
ILSVRC2015LOCresults– with“external”dataTeamName Error (%)
Trimps-Soushen 12.2Amax 14.6
CUimage 19.8
Trimps-Soushen:Jie Shao*,XiaotengZhang*,JianyingZhou*,Zhengyan Ding*,WenfeiWang,LinMei,ChuanpingHu(*indicatesequalcontribution)TheThirdResearchInstituteoftheMinistryofPublicSecurity,P.R.China.
Amax:JingYang(2),Shaoli Huang(1),Zhengbo Yu(2),Qiang Ma(2),JiankangDeng(1,2)(1)UniversityofTechnology,Sydney(2)NanjingUniversityofInformationScience&Technology
ILSVRC2015CLSresults– with“external”dataTeamName Error (%)
Amax 4.35Trimps-Soushen 4.58
CUimage 5.86
Objectlocalization(LOC)Winnerwith“provided”dataMSRA:Kaiming He,Xiangyu Zhang,Shaoqing Ren,JianSunMicrosoft
Winnerwith“external”dataTrimps-Soushen:Jie Shao*,Xiaoteng Zhang*,JianyingZhou*,Zhengyan Ding*,Wenfei Wang,LinMei,ChuanpingHu(*indicatesequalcontribution)TheThirdResearchInstituteoftheMinistryofPublicSecurity,P.R.China.