Scene Classification on UCM 1.0 (50% train ratio)
99.81AccuracyViT-B
Evaluation Results
| Method | Links | |
|---|---|---|
| ViT-BPretrain=MAE, Backbone=ViT-B, Method=—2022.08 | 99.81 | |
| ViT-B + RVSAPretrain=MAE, Backbone=ViT-B + RVSA, Method=—2022.08 | 99.7 | |
| VITAEv2-SPretrain=RSP, Backbone=VITAEv2-S, Method=—2022.08 | 99.62 | |
| ViTAE-BPretrain=MAE, Backbone=ViTAE-B, Method=—2022.08 | 99.6 | |
| ViT-B + RVSA♦Pretrain=MAE, Backbone=ViT-B + RVSA*, Method=—2022.08 | 99.58 | |
| ViTAE-B + RVSAPretrain=MAE, Backbone=ViTAE-B + RVSA, Method=—2022.08 | 99.56 | |
| ViTAE-B + RVSA♦Pretrain=MAE, Backbone=ViTAE-B + RVSA*, Method=—2022.08 | 99.5 | |
| Swin-TPretrain=IMP, Backbone=Swin-T, Method=—2022.08 | 99.43 | |
| VITAEv2-SPretrain=IMP, Backbone=VITAEv2-S, Method=—2022.08 | 99.43 | |
| ViTAE-B + VSAPretrain=MAE, Backbone=ViTAE-B + VSA, Method=—2022.08 | 99.43 | |
| ViT-B + VSAPretrain=MAE, Backbone=ViT-B + VSA, Method=—2022.08 | 99.41 | |
| AGOSBackbone=DenseNet-121, Type=C2022.05 | 99.34 | |
| AGOSBackbone=ResNet-101, Type=C2022.05 | 99.29 | |
| GRMANetPretrain=IMP, Backbone=ResNet-50, Method=GRMANet [73]2022.08 | 99.29 | |
| AGOSBackbone=ResNet-50, Type=C2022.05 | 99.24 | |
| ViT-BPretrain=IMP, Backbone=ViT-B, Method=—2022.08 | 99.15 | |
| DMSMILType=C, Year=20212022.05 | 99.09 | |
| MSDFFType=C, Year=20202022.05 | 98.85 | |
| EAMPretrain=IMP, Backbone=ResNet-101, Method=EAM [74]2022.08 | 98.81 | |
| F2BRBMPretrain=IMP, Backbone=ResNet-50, Method=F2BRBM [5]2022.08 | 98.64 | |
| CADNetType=C, Year=20202022.05 | 98.57 | |
| LSENetPretrain=IMP, Backbone=VGG-16, Method=LSENet [42]2022.08 | 98.53 | |
| MS2APType=C, Year=20212022.05 | 98.38 | |
| LSENetType=C, Year=20212022.05 | 97.94 | |
| MSANetPretrain=IMP, Backbone=ResNet-101, Method=MSANet [75]2022.08 | 97.8 | |
| GBNetType=C, Year=20202022.05 | 97.05 | |
| ARCNetType=R, Year=20182022.05 | 96.81 | |
| DSENetType=C, Year=20212022.05 | 96.19 | |
| RBFFPretrain=IMP, Backbone=MobileNet-V2 [78], Method=RBFF [79]2022.08 | 95.83 | |
| APNetType=C, Year=20192022.05 | 95.01 | |
| MIDCNetType=C, Year=20202022.05 | 94.93 | |
| RANetType=C, Year=20202022.05 | 94.79 | |
| SPPNetType=C, Year=20172022.05 | 94.77 | |
| TEXNetType=C, Year=20172022.05 | 94.22 | |
| VGGNet-16Type=C, Year=20172022.05 | 94.14 | |
| AlexNetType=C, Year=20172022.05 | 93.98 | |
| GoogLeNetType=C, Year=20172022.05 | 92.7 | |
| AGANType=G, Year=20192022.05 | 89.06 | |
| PARTLETSType=A, Year=20152022.05 | 88.76 | |
| MARTAType=G, Year=20172022.05 | 85.5 | |
| BOVW(SIFT)Type=H, Year=20172022.05 | 73.48 | |
| PLSA(SIFT)Type=H, Year=20172022.05 | 67.55 | |
| LDA(SIFT)Type=H, Year=20172022.05 | 59.24 |