Object Localization on CUB-200 2011 (test)
89.3Top-1 Loc. AccuracyGenPrompt
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GenPromptLoc Back.=Stable Diffusion, Cls Back.=TransFG2023.07 | 89.3 | — | — | — | 98 | 96.5 | |
| DiPSWLoc Back.=Deit-S, Cls Back.=TransFG2023.07 | 88.2 | — | — | — | — | — | |
| GenPromptLoc Back.=Stable Diffusion, Cls Back.=EfficientNet-B72023.07 | 87 | — | — | — | 98 | 96.1 | |
| GenPromptLoc Back.=Stable Diffusion, Cls Back.=EfficientNet-B7, Prompt ensemble strategy=true2023.07 | 87 | — | — | — | 98 | 96.1 | |
| C2AMLoc Back.=DenseNet161, Cls Back.=EfficientNet-B72023.07 | 81.8 | — | — | — | 92.9 | 91.1 | |
| PSOLLoc Back.=DenseNet161, Cls Back.=EfficientNet-B72023.07 | 80.9 | — | — | — | 91.8 | 90 | |
| SPOLLoc Back.=ResNet50, Cls Back.=ResNet502023.07 | 80.1 | — | — | — | 96.5 | 93.4 | |
| LCTRLoc Back.=Deit-S, Cls Back.=Deit-S2023.07 | 79.2 | — | — | — | 92.4 | 89.9 | |
| BASLoc Back.=ResNet50, Cls Back.=ResNet502023.07 | 77.3 | — | — | — | 95.1 | 90.1 | |
| SCMELoc Back.=Deit-S, Cls Back.=Deit-S2023.07 | 76.4 | — | — | — | 96.6 | 91.6 | |
| TAFormerLoc Back.=ResNet50, Cls Back.=ResNet502023.07 | 75 | — | — | — | 91.2 | 87.8 | |
| FAMLoc Back.=ResNet50, Cls Back.=ResNet502023.07 | 73.7 | — | — | — | 85.7 | — | |
| TAFormerLoc Back.=InceptionV3, Cls Back.=InceptionV32023.07 | 73.3 | — | — | — | 88.7 | 84.1 | |
| BASLoc Back.=InceptionV3, Cls Back.=InceptionV32023.07 | 73.3 | — | — | — | 92.2 | 86.3 | |
| Feature Direction AlignmentBackbone=ResNet502022.04 | 73.16 | — | 86.68 | — | 91.6 | — | |
| TAFormerLoc Back.=VGG16, Cls Back.=VGG162023.07 | 72 | — | — | — | 90.8 | 85.9 | |
| CREAMLoc Back.=InceptionV3, Cls Back.=InceptionV32023.07 | 71.8 | — | — | — | 90.4 | 86.4 | |
| BASLoc Back.=VGG16, Cls Back.=VGG162023.07 | 71.3 | — | — | — | 91.1 | 85.3 | |
| TS-CAMLoc Back.=Deit-S, Cls Back.=Deit-S2023.07 | 71.3 | — | — | — | 87.7 | 83.8 | |
| Feature direction alignmentBackbone=VGG16, Branch Architecture=Single Branch2022.04 | 70.83 | — | 88.07 | — | 93.17 | — | |
| FAMLoc Back.=InceptionV3, Cls Back.=InceptionV32023.07 | 70.7 | — | — | — | 87.3 | — | |
| BASLoc Back.=MobileNetV1, Cls Back.=MobileNetV12023.07 | 69.8 | — | — | — | 92.4 | 86 | |
| FAMLoc Back.=VGG16, Cls Back.=VGG162023.07 | 69.3 | — | — | — | 89.3 | — | |
| FAMBackbone=VGG16, Branch Architecture=Additional Branch2022.04 | 69.26 | — | — | — | 89.26 | — | |
| SLT-NetBackbone=VGG16, Branch Architecture=Additional Branch2022.04 | 67.8 | — | — | — | 87.6 | — | |
| SLTLoc Back.=VGG16, Cls Back.=VGG162023.07 | 67.8 | — | — | — | 87.6 | — | |
| ORNetBackbone=VGG16, Branch Architecture=Additional Branch2022.04 | 67.74 | — | 80.77 | — | 86.19 | — | |
| TAFormerLoc Back.=MobileNetV1, Cls Back.=MobileNetV12023.07 | 66.7 | — | — | — | 85 | 80.2 | |
| DALoc Back.=ResNet50, Cls Back.=ResNet502023.07 | 66.7 | — | — | — | 81.8 | — | |
| SLTLoc Back.=InceptionV3, Cls Back.=InceptionV32023.07 | 66.1 | — | — | — | 86.5 | — | |
| FAMLoc Back.=MobileNetV1, Cls Back.=MobileNetV12023.07 | 65.7 | — | — | — | 85.7 | — | |
| ADLLoc Back.=ResNet50-SE, Cls Back.=ResNet50-SE2023.07 | 62.3 | — | — | — | — | — | |
| DGLBackbone=ResNet502022.04 | 60.82 | — | 70.5 | — | 74.65 | — | |
| Pan et al.Backbone=VGG16, Branch Architecture=Single Branch2022.04 | 60.27 | — | 72.45 | — | 77.29 | — | |
| Bae et al.Backbone=ResNet502022.04 | 59.53 | — | — | — | 77.58 | — | |
| Bae et al.Backbone=VGG16, Branch Architecture=Single Branch2022.04 | 58.96 | — | — | — | 76.3 | — | |
| Ki et al.Backbone=VGG16, Branch Architecture=Single Branch2022.04 | 57.5 | — | — | — | — | — | |
| MEILBackbone=VGG16, Branch Architecture=Single Branch2022.04 | 57.46 | — | — | — | — | — | |
| ADLBackbone=ResNet502022.04 | 57.4 | — | — | — | 71.99 | — | |
| EILBackbone=VGG16, Branch Architecture=Single Branch2022.04 | 56.21 | — | — | — | — | — | |
| Ki et al.Backbone=ResNet502022.04 | 56.1 | — | — | — | — | — | |
| DGLBackbone=VGG16, Branch Architecture=Single Branch2022.04 | 56.07 | — | 68.5 | — | 74.63 | — | |
| infoCAM+Backbone=ResNet502019.11 | 55.83 | — | — | — | 68.99 | — | |
| infoCAM+ (ADL)Backbone=ResNet502019.11 | 55.2 | — | — | — | 69.63 | — | |
| CutMixBackbone=ResNet502022.04 | 54.81 | — | — | — | — | — | |
| infoCAM (ADL)Backbone=ResNet502019.11 | 54.71 | — | — | — | 67.75 | — | |
| infoCAM+ (ADL)Backbone=VGG162019.11 | 54.35 | — | — | — | 75.89 | — | |
| infoCAM (ADL)Backbone=VGG162019.11 | 53.8 | — | — | — | 73.35 | — | |
| infoCAMBackbone=ResNet502019.11 | 53.22 | — | — | — | 64.78 | — | |
| CAM (ADL)Backbone=VGG162019.11 | 53.01 | — | — | — | 71.59 | — | |
| DANetBackbone=VGG16, Branch Architecture=Single Branch2022.04 | 52.52 | — | 61.96 | — | 67.7 | — | |
| DANetLoc Back.=VGG16, Cls Back.=VGG162023.07 | 52.5 | — | — | — | 67.7 | 62 | |
| ADLLoc Back.=VGG16, Cls Back.=VGG162023.07 | 52.4 | — | — | — | 75.4 | — | |
| ADLBackbone=VGG16, Branch Architecture=Single Branch2022.04 | 52.36 | — | — | — | 75.41 | — | |
| CAMBackbone=ResNet502019.11 | 50.84 | — | — | — | 61.66 | — | |
| DANetLoc Back.=InceptionV3, Cls Back.=InceptionV32023.07 | 49.5 | — | — | — | 67 | 60.5 | |
| CAMLoc Back.=MobileNetV1, Cls Back.=MobileNetV12023.07 | 48.1 | — | — | — | 63.3 | 59.2 | |
| ADLLoc Back.=MobileNetV1, Cls Back.=MobileNetV12023.07 | 47.7 | — | — | — | — | — | |
| CAMBackbone=ResNet502022.04 | 46.91 | — | 53.57 | — | — | — | |
| HaSLoc Back.=MobileNetV1, Cls Back.=MobileNetV12023.07 | 46.7 | — | — | — | 67.3 | — | |
| CAMLoc Back.=ResNet50, Cls Back.=ResNet502023.07 | 46.7 | — | — | — | 57.4 | 54.4 | |
| CAM (ADL)Backbone=ResNet502019.11 | 46.56 | — | — | — | 57.83 | — | |
| infoCAM+Backbone=VGG162019.11 | 44.4 | — | — | — | 59.43 | — | |
| CAMBackbone=VGG16, Branch Architecture=Single Branch2022.04 | 44.15 | — | 52.16 | — | 56 | — | |
| CAMLoc Back.=VGG16, Cls Back.=VGG162023.07 | 41.1 | — | — | — | 55.1 | 50.7 | |
| CAMLoc Back.=InceptionV3, Cls Back.=InceptionV32023.07 | 41.1 | — | — | — | 55.1 | 50.7 | |
| infoCAMBackbone=VGG162019.11 | 39.79 | — | — | — | 52.96 | — | |
| CAMBackbone=VGG162019.11 | 31.38 | — | — | — | 42.49 | — | |
| ACoL2018.07 | — | 54.08 | 43.49 | — | — | — | |
| GoogLeNet2019.01 | — | — | — | 59 | — | — | |
| GoogLeNet-GAPBackbone=GoogLeNet2018.04 | — | 59 | — | — | — | — | |
| GoogLeNet-GAPBackbone=GoogLeNet2018.07 | — | 59 | — | — | — | — | |
| Inception V32019.01 | — | — | — | 40.8 | — | — | |
| ResNet-1012019.01 | — | — | — | 42.1 | — | — | |
| SPG2018.07 | — | 53.36 | 42.28 | — | — | — | |
| SPG-plainvariant=plain2018.07 | — | 56.33 | 46.47 | — | — | — | |
| SPG*Top-5 performance improvement=predictions with high scores only2018.07 | — | 53.36 | 40.62 | — | — | — | |
| VGGnet-ACoLBackbone=VGGnet2018.04 | — | 54.08 | 43.49 | — | — | — | |
| VGGnet-ACOL2019.01 | — | — | — | 54.1 | — | — | |
| VGGnet-ACoL*Backbone=VGGnet, top-5 refinement=Improve Top-5 performance only using predictions with high scores2018.04 | — | 54.08 | 39.05 | — | — | — | |
| WS-DAN2019.01 | — | — | — | 18.3 | — | — |