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ResearchFormerly WizWand

Object Counting on COCO Count (test)

0.34mRMSEILC supervised approach
0.30880.51940.730.9406Apr 12, 2016Oct 5, 2016Mar 30, 2017Sep 23, 2017Mar 18, 2018Sep 10, 2018Mar 6, 2019
Updated 8mo ago

Evaluation results

MethodLinks
ILC supervised approachSV=ILC2019.030.341.890.180.84
seq-subFine-tuned=true, Spatial Configuration=3x32016.040.351.960.180.82
seq-sub-ft-3 x 3Fine-tuning=true, Spatial grid=3x32016.040.351.960.180.82
Seq-sub-ft-3x3SV=BB2019.030.351.960.180.82
enscomponents=glance-ft-1L, aso-sub-ft-1L-3x3, seq-sub-ft-3x32016.040.361.980.180.81
ensComposition=glance-ft-1L, aso-sub-ft-1L-3x3, and seq-sub-ft-3x32016.040.361.980.180.81
ensSV=BB2019.030.361.980.180.81
aso-subFine-tuned=true, Hidden Layers (L)=1L, Spatial Configuration=3x32016.040.382.080.240.87
aso-sub-ft-1L-3 x 3Fine-tuning=true, L (hidden layers)=1, Spatial grid=3x32016.040.382.080.240.87
Aso-sub-ft-3x3SV=BB2019.030.382.080.240.87
LC-ResFCNSV=PL2019.030.382.20.190.99
glanceFine-tuned=true, Hidden Layers (L)=1L2016.040.422.250.230.91
glance-ft-1LFine-tuning=true, L (hidden layers)=12016.040.422.250.230.91
glance-ft-2LSV=IC2019.030.422.250.230.91
glanceFeatures=SOS, Hidden Layers (L)=1L2016.040.442.320.240.92
glance-sos-1LFeatures=SOS [46], L (hidden layers)=12016.040.442.320.240.92
gt-class2016.040.472.70.21.08
gt-class2016.040.472.70.21.08
detect2016.040.492.780.21.13
detect2016.040.492.780.21.13
Fast-RCNNSV=BB2019.030.492.780.21.13
category-mean2016.040.522.970.221.18
category-mean2016.040.522.970.221.18
always-02016.040.543.030.211.22
mean2016.040.542.960.231.17
always-02016.040.543.030.211.22
mean2016.040.542.960.231.17
always-12016.041.122.3910.8
always-12016.041.122.3910.8