Object Counting on PASCAL VOC Count 2007 (test)
0.29mRMSEILC supervised approach
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ILC supervised approachSupervision=ILC2019.03 | 0.29 | 1.14 | 0.17 | 0.61 | — | |
| LC-ResFCNevaluation_protocol=full test set2018.07 | 0.31 | 1.2 | 0.17 | 0.61 | — | |
| LC-ResFCNSupervision=PL2019.03 | 0.31 | 1.2 | 0.17 | 0.61 | — | |
| LC-PSPNetevaluation_protocol=full test set2018.07 | 0.35 | 1.32 | 0.2 | 0.7 | — | |
| LC-PSPNetSupervision=PL2019.03 | 0.35 | 1.32 | 0.2 | 0.7 | — | |
| seq-subFine-tuned=true, Spatial Configuration=3x32016.04 | 0.42 | 1.65 | 0.21 | 0.68 | — | |
| enscomponents=glance-noft-2L, aso-sub-ft-1L-3x3, seq-sub-ft-3x32016.04 | 0.42 | 1.68 | 0.2 | 0.42 | — | |
| Aso-sub-ft-3 x3evaluation_protocol=mean of ten random samples2018.07 | 0.42 | 1.65 | 0.21 | 0.68 | — | |
| seq-subfine-tuning=true, spatial grid=3 x 32016.04 | 0.42 | 1.65 | 0.21 | 0.68 | — | |
| ensensemble_components=glance-noft-2L, aso-sub-ft-1L-3x3, seq-sub-ft-3x32016.04 | 0.42 | 1.68 | 0.2 | 0.65 | — | |
| Seq-sub-ft-3x3Supervision=BB2019.03 | 0.42 | 1.65 | 0.21 | 0.68 | — | |
| ensSupervision=BB2019.03 | 0.42 | 1.68 | 0.2 | 0.65 | — | |
| aso-subFine-tuned=true, Hidden Layers (L)=1L, Spatial Configuration=3x32016.04 | 0.43 | 1.65 | 0.22 | 0.68 | — | |
| aso-subfine-tuning=true, hidden layers=1, spatial grid=3 x 32016.04 | 0.43 | 1.65 | 0.22 | 0.68 | — | |
| Aso-sub-ft-3x3Supervision=BB2019.03 | 0.43 | 1.65 | 0.22 | 0.68 | — | |
| detect2016.04 | 0.5 | 1.92 | 0.26 | 0.85 | — | |
| glanceFine-tuned=false, Hidden Layers (L)=2L2016.04 | 0.5 | 1.83 | 0.27 | 0.73 | — | |
| Glance-noft-2Levaluation_protocol=mean of ten random samples2018.07 | 0.5 | 1.83 | 0.27 | 0.73 | — | |
| Faster-RCNNevaluation_protocol=mean of ten random samples2018.07 | 0.5 | 1.92 | 0.26 | 0.85 | — | |
| detecttype=detection-based baseline2016.04 | 0.5 | 1.92 | 0.26 | 0.85 | — | |
| glancefine-tuning=false, hidden layers=22016.04 | 0.5 | 1.83 | 0.27 | 0.73 | — | |
| Fast-RCNNSupervision=BB2019.03 | 0.5 | 1.92 | 0.26 | 0.85 | — | |
| glance-noft-2LSupervision=IC2019.03 | 0.5 | 1.83 | 0.27 | 0.73 | — | |
| glanceFeatures=SOS, Hidden Layers (L)=2L2016.04 | 0.51 | 1.87 | 0.29 | 0.75 | — | |
| glancefeatures=SOS [46], hidden layers=22016.04 | 0.51 | 1.87 | 0.29 | 0.75 | — | |
| gt-class2016.04 | 0.55 | 2.12 | 0.24 | 0.88 | — | |
| gt-classbaseline=oracle category label2016.04 | 0.55 | 2.12 | 0.24 | 0.88 | — | |
| category-mean2016.04 | 0.64 | 1.6 | 0.3 | 0.45 | — | |
| category-meanbaseline=predict per-category mean2016.04 | 0.64 | 1.6 | 0.3 | 0.45 | — | |
| mean2016.04 | 0.65 | 1.81 | 0.31 | 0.52 | — | |
| meanbaseline=predict global mean2016.04 | 0.65 | 1.81 | 0.31 | 0.52 | — | |
| always-02016.04 | 0.66 | 1.96 | 0.28 | 0.59 | — | |
| always-0baseline=always predict 02016.04 | 0.66 | 1.96 | 0.28 | 0.59 | — | |
| always-12016.04 | 1.14 | 0.96 | 0.98 | 0.17 | — | |
| always-1baseline=always predict 12016.04 | 1.14 | 0.96 | 0.98 | 0.17 | — | |
| WS-COCSupervision=image-level2026.02 | 1.4 | — | — | — | 0.9 | |
| CountGDSupervision=point-level2026.02 | 21.7 | — | — | — | 8.7 | |
| T2ICountSupervision=point-level2026.02 | 23.5 | — | — | — | 9.9 | |
| VLCounterSupervision=point-level2026.02 | 28.9 | — | — | — | 11.3 | |
| CLIP-CountSupervision=point-level2026.02 | 32.7 | — | — | — | 12.5 |