Object Localisation on ILSVRC (val)
34.83Top-1 ErrorBackprop on AlexNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Backprop on AlexNetBackbone=AlexNet, Localization Approach=Backprop, Ensemble=false2017.04 | 34.83 | — | — | |
| AlexNet-GAPBackbone=AlexNet, Localization Approach=GAP, Ensemble=false2017.04 | 36.25 | — | 54.9 | |
| Hide-and-Seek (AlexNet)Backbone=AlexNet, Localization Approach=Hide-and-Seek, Ensemble=false2017.04 | 37.65 | — | 58.68 | |
| AlexNet-GAP-ensembleBackbone=AlexNet, Localization Approach=GAP, Ensemble=true2017.04 | 38.58 | — | 56.91 | |
| Backprop on GoogLeNetBackbone=GoogLeNet, Localization Approach=Backprop, Ensemble=false2017.04 | 38.69 | — | — | |
| Hide-and-Seek-ensemble (AlexNet)Backbone=AlexNet, Localization Approach=Hide-and-Seek, Ensemble=true2017.04 | 40.4 | — | 60.14 | |
| GoogLeNet-GAPBackbone=GoogLeNet, Localization Approach=GAP, Ensemble=false2017.04 | 43.6 | — | 58.41 | |
| GoogLeNet-SPGClassification Backbone=DPN-ensemble, Multi-box selection strategy=false2018.07 | 43.83 | 36.78 | — | |
| GoogLeNet-SPGClassification Backbone=DPN-ensemble, Multi-box selection strategy=true2018.07 | 43.83 | 29.36 | — | |
| GoogLeNet-SPGClassification Backbone=DPN-131, Multi-box selection strategy=false2018.07 | 44.81 | 37.24 | — | |
| GoogLeNet-SPGClassification Backbone=DPN-98, Multi-box selection strategy=false2018.07 | 44.92 | 37.34 | — | |
| GoogLeNet-SPGClassification Backbone=DPN-92, Multi-box selection strategy=false2018.07 | 45.06 | 37.32 | — | |
| ACoLLocalization Architecture=VGGnet, Classification Architecture=DPN-ensemble, ensemble=true2018.04 | 45.14 | 38.45 | — | |
| ACoLLocalization Architecture=VGGnet, Classification Architecture=DPN-ensemble, ensemble=true, Top-3 selection strategy=true2018.04 | 45.14 | 30.03 | — | |
| Hide-and-Seek (GoogLeNet)Backbone=GoogLeNet, Localization Approach=Hide-and-Seek, Ensemble=false2017.04 | 45.21 | — | 60.29 | |
| ACoLLocalization Architecture=VGGnet, Classification Architecture=DPN-1312018.04 | 46.06 | 38.85 | — | |
| ACoLLocalization Architecture=VGGnet, Classification Architecture=DPN-982018.04 | 46.16 | 38.99 | — | |
| ACoLLocalization Architecture=VGGnet, Classification Architecture=DPN-922018.04 | 46.3 | 38.96 | — | |
| GoogLeNet-SPGClassification Backbone=ResNet-152, Multi-box selection strategy=false2018.07 | 47.92 | 38.53 | — | |
| GoogLeNet-SPGClassification Backbone=ResNet-101, Multi-box selection strategy=false2018.07 | 48.15 | 38.55 | — | |
| GoogLeNet-SPGClassification Backbone=ResNet-50, Multi-box selection strategy=false2018.07 | 48.79 | 38.93 | — | |
| ACoLLocalization Architecture=VGGnet, Classification Architecture=ResNet-1522018.04 | 48.96 | 39.97 | — | |
| ACoLLocalization Architecture=VGGnet, Classification Architecture=ResNet-1012018.04 | 49.26 | 40.08 | — | |
| ACoLLocalization Architecture=VGGnet, Classification Architecture=ResNet-502018.04 | 49.82 | 40.38 | — | |
| SPGHigh-score prediction strategy=false2018.07 | 51.4 | 40 | — | |
| SPGHigh-score prediction strategy=true2018.07 | 51.4 | 35.05 | — | |
| GoogLeNet-ACoLBackbone=GoogLeNet2018.07 | 53.28 | 42.58 | — | |
| GoogLeNet-ACoLBackbone=GoogLeNet, High-score prediction selection=false2018.04 | 53.28 | 42.58 | — | |
| GoogLeNet-ACoL*Backbone=GoogLeNet, High-score prediction selection=true2018.04 | 53.28 | 35.22 | — | |
| SPG-plain2018.07 | 53.71 | 41.81 | — | |
| VGGnet-ACoLBackbone=VGGnet2018.07 | 54.17 | 40.57 | — | |
| VGGnet-ACoLBackbone=VGGnet, High-score prediction selection=false2018.04 | 54.17 | 40.57 | — | |
| VGGnet-ACoL*Backbone=VGGnet, High-score prediction selection=true2018.04 | 54.17 | 36.66 | — | |
| GoogLeNet-HaS-32Backbone=GoogLeNet2018.07 | 54.53 | — | — | |
| GoogLeNet-HaS-32Backbone=GoogLeNet2018.04 | 54.53 | — | — | |
| GoogLeNet-GAPBackbone=GoogLeNet2018.07 | 56.4 | 43 | — | |
| GoogLeNet-GAPBackbone=GoogLeNet2018.04 | 56.4 | 43 | — | |
| VGGnet-GAPBackbone=VGGnet2018.07 | 57.2 | 45.14 | — | |
| VGGnet-GAPBackbone=VGGnet2018.04 | 57.2 | 45.14 | — | |
| BackpropBackbone=VGGnet2018.07 | 61.12 | 51.46 | — | |
| Backprop on VGGnetBackbone=VGGnet2018.04 | 61.12 | 51.46 | — | |
| BackpropBackbone=GoogLeNet2018.07 | 61.31 | 50.55 | — | |
| Backprop on GoogLeNetBackbone=GoogLeNet2018.04 | 61.31 | 50.55 | — | |
| AlexNet-GAPBackbone=AlexNet2018.07 | 67.19 | 52.16 | — | |
| OverFeat2014.09 | — | 30 | — | |
| OverFeatCompetition=ILSVRC 20132015.12 | — | 30 | — | |
| ResNet (Ensemble)Competition=ILSVRC 2015, ensemble=true2015.12 | — | 8.9 | — | |
| VGG2014.09 | — | 26.9 | — | |
| VGGCompetition=ILSVRC 20142015.12 | — | 26.9 | — |