Weakly Supervised Object Localization on PASCAL VOC 2012 (trainval)
89.3Aero CorLocOICR-Ens+FRCNN
Evaluation Results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OICR-Ens+FRCNNDetection Framework=Faster R-CNN2019.10 | 89.3 | 86.3 | 75.2 | 57.9 | 53.5 | 84 | 79.5 | 35.2 | 47.2 | 87.4 | 43.4 | 43.8 | 77 | 91 | 10.4 | 60.7 | 86.8 | 55.7 | 62 | 84.7 | 65.6 | — | |
| Label-PEnet2019.10 | 89.1 | 84.3 | 78.8 | 63.2 | 47.9 | 88.7 | 76.8 | 77.2 | 46.3 | 87.2 | 50.4 | 78.9 | 91.8 | 90.1 | 25.7 | 56.3 | 78.5 | 66.3 | 69.9 | 78.3 | 71.3 | — | |
| W2F+RPN+FSD2Model Type=multi-phase or ensemble2019.11 | 88.8 | 85.8 | 64.9 | 56 | 54.3 | 88.1 | 79.1 | 67.8 | 46.5 | 86.1 | 26.7 | 77.7 | 87.2 | 89.7 | 28.5 | 56.9 | 85.6 | 63.7 | 71.3 | 83 | — | 69.4 | |
| ML-LocNet-L+Model Type=multi-phase or ensemble2019.11 | 88.1 | 85.5 | 71.2 | 49.4 | 57.4 | 90.7 | 77.6 | 53.5 | 42.6 | 79.6 | 34.1 | 69.1 | 81.7 | 91.9 | 35.4 | 64.6 | 79.3 | 64.3 | 79.3 | 69.6 | — | 68.2 | |
| MEFF+FRCNNDetection Framework=Faster R-CNN2019.10 | 88 | 81.6 | 75.8 | 60.9 | 46.2 | 85.3 | 75.3 | 76.5 | 47.2 | 85.4 | 47.7 | 74.3 | 87.8 | 91.4 | 21.6 | 55.3 | 77.9 | 68.8 | 64.9 | 75 | 69.4 | — | |
| WSRPN-Ens.+FRCNNModel Type=multi-phase or ensemble2019.11 | 86.7 | 86.7 | 74.8 | 56.8 | 53.8 | 84.2 | 80.1 | 42 | 36.4 | 86.7 | 46.5 | 54.1 | 87 | 92.7 | 24.6 | 62 | 86.2 | 63.2 | 70.9 | 84.2 | — | 68 | |
| OICR2018.04 | 86.2 | 84.2 | 68.7 | 55.4 | 46.5 | 82.8 | 74.9 | 32.2 | 46.7 | 82.8 | 42.9 | 41 | 68.1 | 89.6 | 9.2 | 53.9 | 81 | 52.9 | 59.5 | 83.2 | 62.1 | — | |
| OICRModel Type=single end-to-end2019.11 | 86.2 | 84.2 | 68.7 | 55.4 | 46.5 | 82.8 | 74.9 | 32.2 | 46.7 | 82.8 | 42.9 | 41 | 68.1 | 89.6 | 9.2 | 53.9 | 81 | 52.9 | 59.5 | 83.2 | — | 62.1 | |
| OICR-VGG16Backbone=VGG162019.10 | 86.2 | 84.2 | 68.7 | 55.4 | 46.5 | 82.8 | 74.9 | 32.2 | 46.7 | 82.8 | 42.9 | 41 | 68.1 | 89.6 | 9.2 | 53.9 | 81 | 52.9 | 59.5 | 83.2 | 62.1 | — | |
| DSD2018.04 | 82.4 | 68.1 | 54.5 | 38.9 | 35.9 | 84.7 | 73.1 | 64.8 | 17.1 | 78.3 | 22.5 | 57 | 70.8 | 86.6 | 18.7 | 49.7 | 80.7 | 45.3 | 70.1 | 77.3 | 58.8 | — | |
| Self-taughtModel Type=single end-to-end2019.11 | 82.4 | 68.1 | 54.5 | 38.9 | 35.9 | 84.7 | 73.1 | 34.8 | 17.1 | 78.3 | 22.5 | 57 | 70.8 | 86.6 | 18.7 | 49.7 | 80.7 | 45.3 | 70.1 | 77.3 | — | 58.8 | |
| MIL-OICR+GAM+REGModel Type=single end-to-end2019.11 | 82.4 | 83.7 | 72.4 | 57.9 | 52.9 | 86.5 | 78.2 | 78.6 | 40.1 | 86.4 | 37.9 | 67.9 | 87.6 | 90.5 | 25.6 | 53.9 | 85 | 71.9 | 66.2 | 84.7 | — | 69.5 | |
| HCP+DSD+OSSH3+NR2019.10 | 82.4 | 68.1 | 54.5 | 38.9 | 35.9 | 84.7 | 73.1 | 64.8 | 17.1 | 78.3 | 22.5 | 57 | 70.8 | 86.6 | 18.7 | 49.7 | 80.7 | 45.3 | 70.1 | 77.3 | 58.8 | — | |
| Ours-Ens.Model Type=multi-phase or ensemble2019.11 | 82 | 85.1 | 73.7 | 56.6 | 53 | 85.8 | 79.2 | 80.9 | 46 | 87.7 | 46.2 | 72.7 | 88.2 | 91.6 | 26 | 60.6 | 83.7 | 72.2 | 67.8 | 85 | — | 71.2 | |
| ZLDNvariant=Large2018.04 | 80.3 | 76.5 | 64.2 | 40.9 | 46.7 | 78 | 84.3 | 57.6 | 21.1 | 69.5 | 28 | 46.8 | 70.7 | 89.4 | 41.9 | 54.7 | 76.3 | 61.1 | 76.3 | 65.2 | 61.5 | — | |
| ZLDNModel Type=multi-phase or ensemble2019.11 | 80.3 | 76.5 | 64.2 | 40.9 | 46.7 | 78 | 84.3 | 57.6 | 21.1 | 69.5 | 28 | 46.8 | 70.7 | 89.4 | 41.9 | 54.7 | 76.3 | 61.1 | 76.3 | 65.2 | — | 61.5 | |
| MIL-PCL+GAM+REGModel Type=single end-to-end2019.11 | 80.2 | 83 | 73.1 | 51.6 | 48.3 | 79.8 | 76.6 | 70.3 | 44.1 | 87.7 | 50.9 | 70.3 | 84.7 | 92.4 | 28.5 | 59.3 | 83.4 | 64.6 | 63.8 | 81.2 | — | 68.7 | |
| TS2CModel Type=single end-to-end2019.11 | 79.1 | 83.9 | 64.6 | 50.6 | 37.8 | 87.4 | 74 | 74.1 | 40.4 | 80.6 | 42.6 | 53.6 | 66.5 | 88.8 | 18.8 | 54.9 | 80.4 | 60.4 | 70.7 | 79.3 | — | 64.4 | |
| ContextLocNetModel Type=single end-to-end2019.11 | 78.3 | 70.8 | 52.5 | 34.7 | 36.6 | 80 | 58.7 | 38.6 | 27.7 | 71.2 | 32.3 | 48.7 | 76.2 | 77.4 | 16 | 48.4 | 69.9 | 47.5 | 66.9 | 62.9 | — | 54.8 | |
| WSDDN+context2019.10 | 78.3 | 70.8 | 52.5 | 34.7 | 36.6 | 80 | 58.7 | 38.6 | 27.7 | 71.2 | 32.3 | 48.7 | 76.2 | 77.4 | 16 | 48.4 | 69.9 | 47.5 | 66.9 | 62.9 | 54.8 | — | |
| PCLModel Type=single end-to-end2019.11 | 77.2 | 83 | 62.1 | 55 | 49.3 | 83 | 75.8 | 37.7 | 43.2 | 81.6 | 46.8 | 42.9 | 73.3 | 90.3 | 21.4 | 56.7 | 84.4 | 55 | 62.9 | 82.5 | — | 63.2 | |
| CL2019.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.2 | — | |
| GAL-fWSD512Model Type=multi-phase or ensemble2019.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.2 | |
| Multi-branch network2019.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.4 | — | |
| OICR2019.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.5 | — | |
| OICRRefinement=Faster R-CNN2019.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.6 | — | |
| OICR-Ens.+FRCNNModel Type=multi-phase or ensemble2019.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.6 | |
| PCL2019.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65 | — | |
| PCLRefinement=Faster R-CNN2019.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68 | — | |
| TS2C2019.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.4 | — | |
| WSDDN+contextcontext-aware=true2019.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 54.8 | — | |
| WSRPN2019.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.2 | — | |
| WSRPNRefinement=Faster R-CNN2019.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.3 | — | |
| ZLDN2019.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.5 | — |