Object Counting on COCO Count (test)
0.34mRMSEILC supervised approach
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ILC supervised approachSV=ILC2019.03 | 0.34 | 1.89 | 0.18 | 0.84 | |
| seq-subFine-tuned=true, Spatial Configuration=3x32016.04 | 0.35 | 1.96 | 0.18 | 0.82 | |
| seq-sub-ft-3 x 3Fine-tuning=true, Spatial grid=3x32016.04 | 0.35 | 1.96 | 0.18 | 0.82 | |
| Seq-sub-ft-3x3SV=BB2019.03 | 0.35 | 1.96 | 0.18 | 0.82 | |
| enscomponents=glance-ft-1L, aso-sub-ft-1L-3x3, seq-sub-ft-3x32016.04 | 0.36 | 1.98 | 0.18 | 0.81 | |
| ensComposition=glance-ft-1L, aso-sub-ft-1L-3x3, and seq-sub-ft-3x32016.04 | 0.36 | 1.98 | 0.18 | 0.81 | |
| ensSV=BB2019.03 | 0.36 | 1.98 | 0.18 | 0.81 | |
| aso-subFine-tuned=true, Hidden Layers (L)=1L, Spatial Configuration=3x32016.04 | 0.38 | 2.08 | 0.24 | 0.87 | |
| aso-sub-ft-1L-3 x 3Fine-tuning=true, L (hidden layers)=1, Spatial grid=3x32016.04 | 0.38 | 2.08 | 0.24 | 0.87 | |
| Aso-sub-ft-3x3SV=BB2019.03 | 0.38 | 2.08 | 0.24 | 0.87 | |
| LC-ResFCNSV=PL2019.03 | 0.38 | 2.2 | 0.19 | 0.99 | |
| glanceFine-tuned=true, Hidden Layers (L)=1L2016.04 | 0.42 | 2.25 | 0.23 | 0.91 | |
| glance-ft-1LFine-tuning=true, L (hidden layers)=12016.04 | 0.42 | 2.25 | 0.23 | 0.91 | |
| glance-ft-2LSV=IC2019.03 | 0.42 | 2.25 | 0.23 | 0.91 | |
| glanceFeatures=SOS, Hidden Layers (L)=1L2016.04 | 0.44 | 2.32 | 0.24 | 0.92 | |
| glance-sos-1LFeatures=SOS [46], L (hidden layers)=12016.04 | 0.44 | 2.32 | 0.24 | 0.92 | |
| gt-class2016.04 | 0.47 | 2.7 | 0.2 | 1.08 | |
| gt-class2016.04 | 0.47 | 2.7 | 0.2 | 1.08 | |
| detect2016.04 | 0.49 | 2.78 | 0.2 | 1.13 | |
| detect2016.04 | 0.49 | 2.78 | 0.2 | 1.13 | |
| Fast-RCNNSV=BB2019.03 | 0.49 | 2.78 | 0.2 | 1.13 | |
| category-mean2016.04 | 0.52 | 2.97 | 0.22 | 1.18 | |
| category-mean2016.04 | 0.52 | 2.97 | 0.22 | 1.18 | |
| always-02016.04 | 0.54 | 3.03 | 0.21 | 1.22 | |
| mean2016.04 | 0.54 | 2.96 | 0.23 | 1.17 | |
| always-02016.04 | 0.54 | 3.03 | 0.21 | 1.22 | |
| mean2016.04 | 0.54 | 2.96 | 0.23 | 1.17 | |
| always-12016.04 | 1.12 | 2.39 | 1 | 0.8 | |
| always-12016.04 | 1.12 | 2.39 | 1 | 0.8 |