Counting Everyday Objects in Everyday Scenes

We are interested in counting the number of instances of object classes in natural, everyday images. Previous counting approaches tackle the problem in restricted domains such as counting pedestrians in surveillance videos... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Object Counting COCO count-test ens m-reIRMSE 0.18 # 1
m-reIRMSE-nz 0.81 # 1
mRMSE 0.36 # 3
mRMSE-nz 1.98 # 3
Object Counting COCO count-test Aso-sub-ft-3x3 m-reIRMSE 0.24 # 7
m-reIRMSE-nz 0.87 # 4
mRMSE 0.38 # 4
mRMSE-nz 2.08 # 4
Object Counting COCO count-test glance-ft-2L m-reIRMSE 0.23 # 6
m-reIRMSE-nz 0.91 # 5
mRMSE 0.42 # 6
mRMSE-nz 2.25 # 6
Object Counting COCO count-test Fast-RCNN m-reIRMSE 0.20 # 5
m-reIRMSE-nz 1.13 # 7
mRMSE 0.49 # 7
mRMSE-nz 2.78 # 7
Object Counting COCO count-test Seq-sub-ft-3x3 m-reIRMSE 0.18 # 1
m-reIRMSE-nz 0.82 # 2
mRMSE 0.35 # 2
mRMSE-nz 1.96 # 2
Object Counting Pascal VOC 2007 count-test glance-noft-2L m-reIRMSE-nz 0.73 # 2
m-relRMSE 0.27 # 1
mRMSE 0.50 # 1
mRMSE-nz 1.83 # 2
Object Counting Pascal VOC 2007 count-test Seq-sub-ft-3x3 m-reIRMSE-nz 0.68 # 4
m-relRMSE 0.22 # 3
mRMSE 0.43 # 3
mRMSE-nz 1.65 # 4
Object Counting Pascal VOC 2007 count-test ens m-reIRMSE-nz 0.65 # 5
m-relRMSE 0.20 # 4
mRMSE 0.42 # 4
mRMSE-nz 1.68 # 3
Object Counting Pascal VOC 2007 count-test Fast-RCNN m-reIRMSE-nz 0.85 # 1
m-relRMSE 0.26 # 2
mRMSE 0.50 # 1
mRMSE-nz 1.92 # 1

Methods used in the Paper


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