Image Classification on CUB-200-2011 (test)
91.9Top-1 AccSR-GNN (Full Model)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SR-GNN (Full Model)Param (M)=30.9, GFLOPS (B)=9.8, Infer. time per img. (ms)=5.02022.09 | 91.9 | — | 4 | |
| TransFGBackbone=ViT-B_162021.07 | 91.7 | — | — | |
| FFVTBackbone=ViT-B_162021.07 | 91.6 | — | — | |
| ViTBackbone=ViT-B_162021.07 | 90.8 | — | — | |
| CutMixFT Strategy=-, Backbone=ViT-B/16@3842024.06 | 90.52 | — | — | |
| CutMixBackbone=ViT-B/16, Resolution=384x384, FT Strategy=Standard2024.06 | 90.52 | — | — | |
| Stacked LSTMBackbone CNN=GoogleNet2019.11 | 90.4 | — | — | |
| StackedLSTMBackbone=GoogleNet2021.07 | 90.4 | — | — | |
| Diff-Mix + CutMixFT Strategy=TI+DB, Backbone=ViT-B/16@3842024.06 | 90.35 | — | — | |
| Diff-Mix + CutMixBackbone=ViT-B/16, Resolution=384x384, FT Strategy=Textual Inversion + DreamBooth2024.06 | 90.35 | — | — | |
| MixupBackbone=ViT-B/16, Resolution=384x384, FT Strategy=Standard2024.06 | 90.32 | — | — | |
| Diff-MixFT Strategy=TI+DB, Backbone=ViT-B/16@3842024.06 | 90.05 | — | — | |
| Diff-MixBackbone=ViT-B/16, Resolution=384x384, FT Strategy=Textual Inversion + DreamBooth2024.06 | 90.05 | — | — | |
| API-NetBackbone=DenseNet1612021.07 | 90 | — | — | |
| SaSPA + CutMixFT Strategy=No fine-tuning, Backbone=ViT-B/16@3842024.06 | 89.92 | — | — | |
| SaSPA + CutMixBackbone=ViT-B/16, Resolution=384x384, FT Strategy=No fine-tuning2024.06 | 89.92 | — | — | |
| Spatial RNNBackbone CNN=M-Net/D-Net2019.11 | 89.7 | — | — | |
| SaSPAFT Strategy=No fine-tuning, Backbone=ViT-B/16@3842024.06 | 89.7 | — | — | |
| SaSPABackbone=ViT-B/16, Resolution=384x384, FT Strategy=No fine-tuning2024.06 | 89.7 | — | — | |
| PMGBackbone=ResNet502021.07 | 89.6 | — | — | |
| Real-guidanceBackbone=ViT-B/16, Resolution=384x384, FT Strategy=No fine-tuning2024.06 | 89.54 | — | — | |
| ME-ASNInfer. time per img. (ms)=33.92022.09 | 89.5 | — | — | |
| Real-filteringBackbone=ViT-B/16, Resolution=384x384, FT Strategy=No fine-tuning2024.06 | 89.49 | — | — | |
| DA-fusionBackbone=ViT-B/16, Resolution=384x384, FT Strategy=Textual Inversion2024.06 | 89.4 | — | — | |
| BaselineBackbone=ViT-B/16, Resolution=384x384, FT Strategy=Standard2024.06 | 89.37 | — | — | |
| PAIRS+SingleAnnotations=GT + KP2018.01 | 89.2 | — | — | |
| FDLBackbone=DenseNet1612021.07 | 89.1 | — | — | |
| PAIRS OnlyAnnotations=GT + KP2018.01 | 88.7 | — | — | |
| iSQRT-COVBackbone CNN=ResNet-1012019.11 | 88.7 | — | — | |
| ELOPEBackbone CNN=ResNet-1012019.11 | 88.5 | — | — | |
| S3NBackbone=ResNet502021.07 | 88.5 | — | — | |
| OursBase Model=ResNet502021.01 | 88.45 | — | — | |
| CMNBackbone=ResNet-502020.12 | 88.2 | — | — | |
| CIN1-Stage=true, Backbone=ResNet-1012020.03 | 88.1 | — | — | |
| ACNetBackbone=ResNet-502020.12 | 88.1 | — | — | |
| ACNetBase Model=ResNet502021.01 | 88.1 | — | — | |
| CINBackbone=ResNet1012021.07 | 88.1 | — | — | |
| DBTNetBackbone=ResNet1012021.07 | 88.1 | — | — | |
| ACNetBackbone=ResNet502021.07 | 88.1 | — | — | |
| LIOBackbone=ResNet-502020.12 | 88 | — | — | |
| TASNBackbone=1xResnet-50, Resolution=High-resolution2019.03 | 87.9 | — | — | |
| TASNBackbone=ResNet-502020.12 | 87.9 | — | — | |
| TASNBase Model=ResNet502021.01 | 87.9 | — | — | |
| TASNParam (M)=37.3, GFLOPS (B)=21.9, Infer. time per img. (ms)=7.52022.09 | 87.9 | — | — | |
| DCLBackbone CNN=ResNet-502019.11 | 87.8 | — | — | |
| DCLBackbone=ResNet-502020.12 | 87.8 | — | — | |
| DCLBase Model=ResNet502021.01 | 87.8 | — | — | |
| DCLBackbone=ResNet502021.07 | 87.8 | — | — | |
| Cross-XBackbone=ResNet-502020.12 | 87.7 | — | — | |
| Cross-XBackbone=ResNet502021.07 | 87.7 | — | — | |
| ST-PrototPNetBackbone=ResNet50, Pre-training=iNaturalist2024.04 | 87.63 | — | — | |
| Diff-Mix + CutMixFT Strategy=TI+DB, Backbone=ResNet50@4482024.06 | 87.56 | — | — | |
| Diff-Mix + CutMixBackbone=ResNet50, Resolution=448x448, FT Strategy=Textual Inversion + DreamBooth2024.06 | 87.56 | — | — | |
| NTSBase Model=ResNet502021.01 | 87.52 | — | — | |
| Lam et al.Annotations=GT+KP2018.01 | 87.5 | — | — | |
| NTS-NetBackbone CNN=ResNet-502019.11 | 87.5 | — | — | |
| NTS1-Stage=false2020.03 | 87.5 | — | — | |
| CIN1-Stage=true, Backbone=ResNet-502020.03 | 87.5 | — | — | |
| NTS-NetBackbone=ResNet-502020.12 | 87.5 | — | — | |
| NTS-NetBackbone=ResNet502021.07 | 87.5 | — | — | |
| DFL-CNNBackbone CNN=ResNet-502019.11 | 87.4 | — | — | |
| ELOPEBackbone CNN=ResNet-502019.11 | 87.4 | — | — | |
| DFL-CNN1-Stage=false2020.03 | 87.4 | — | — | |
| DFL-CNNBackbone=ResNet-502020.12 | 87.4 | — | — | |
| DFLBase Model=ResNet502021.01 | 87.4 | — | — | |
| DFL-CNNBackbone=ResNet502021.07 | 87.4 | — | — | |
| OursBase Model=VGG192021.01 | 87.34 | — | — | |
| NTSNBackbone=3xResnet-50, Resolution=High-resolution2019.03 | 87.3 | — | — | |
| iSQRT-COV(8k)1-Stage=true2020.03 | 87.3 | — | — | |
| RGInfer. time per img. (ms)=23.82022.09 | 87.3 | — | — | |
| CutMixFT Strategy=-, Backbone=ResNet50@4482024.06 | 87.23 | — | — | |
| CutMixBackbone=ResNet50, Resolution=448x448, FT Strategy=Standard2024.06 | 87.23 | — | — | |
| ISEBackbone CNN=ResNet-502019.11 | 87.2 | — | — | |
| Diff-MixFT Strategy=TI+DB, Backbone=ResNet50@4482024.06 | 87.16 | — | — | |
| Diff-MixBackbone=ResNet50, Resolution=448x448, FT Strategy=Textual Inversion + DreamBooth2024.06 | 87.16 | — | — | |
| SaSPA + CutMixFT Strategy=No fine-tuning, Backbone=ResNet50@4482024.06 | 87.14 | — | — | |
| SaSPA + CutMixBackbone=ResNet50, Resolution=448x448, FT Strategy=No fine-tuning2024.06 | 87.14 | — | — | |
| TASNBackbone=3xVGG-19, Resolution=High-resolution2019.03 | 87.1 | — | — | |
| HBP1-Stage=true2020.03 | 87.1 | — | — | |
| CGNL1-Stage=true2020.03 | 87 | — | — | |
| CBAMBase Model=ResNet502021.01 | 86.99 | — | — | |
| SaSPAFT Strategy=No fine-tuning, Backbone=ResNet50@4482024.06 | 86.92 | — | — | |
| SaSPABackbone=ResNet50, Resolution=448x448, FT Strategy=No fine-tuning2024.06 | 86.92 | — | — | |
| SENetBase Model=ResNet502021.01 | 86.78 | — | — | |
| Real-guidanceBackbone=ResNet50, Resolution=448x448, FT Strategy=No fine-tuning2024.06 | 86.71 | — | — | |
| MixupBackbone=ResNet50, Resolution=448x448, FT Strategy=Standard2024.06 | 86.68 | — | — | |
| BaselineBackbone=ResNet50, Resolution=448x448, FT Strategy=Standard2024.06 | 86.64 | — | — | |
| MaxEntBackbone=DenseNet1612021.07 | 86.6 | — | — | |
| MAMCBackbone=1xResnet-50, Resolution=High-resolution2019.03 | 86.5 | — | — | |
| MA-CNNBackbone CNN=VGG-192019.11 | 86.5 | — | — | |
| OSME-MAMCBackbone CNN=ResNet-1012019.11 | 86.5 | — | — | |
| MAMC1-Stage=true2020.03 | 86.5 | — | — | |
| MA-CNN1-Stage=false2020.03 | 86.5 | — | — | |
| MA-CNNBackbone=VGG-192020.12 | 86.5 | — | — | |
| GMMBackbone CNN=VGG-192019.11 | 86.3 | — | — | |
| DA-fusionBackbone=ResNet50, Resolution=448x448, FT Strategy=Textual Inversion2024.06 | 86.3 | — | — | |
| MCPNetBackbone=ResNet50, Pre-training=iNaturalist2024.04 | 86.28 | — | — | |
| BoostCNNfeatures=B-CNN (VGG-D)2015.04 | 86.2 | — | — | |
| Cui et al.Annotations=GT2018.01 | 86.2 | — | — | |
| A3MAttribute=with annotation, Parts=without annotation2019.01 | 86.2 | — | — |