Fine-grained Image Classification on CU-Tree102
86.65AccuracyCGL + Ours
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CGL + OursParams (M)=128.272026.01 | 86.65 | 79.83 | 77.35 | 77.87 | 86.31 | 86.65 | 86.17 | |
| HERBS + OursParams (M)=161.732026.01 | 85.61 | 78.29 | 76.11 | 76.44 | 85.22 | 85.61 | 85.06 | |
| Swin-Base + OursParams (M)=109.452026.01 | 83.44 | 75.83 | 72.86 | 73.36 | 82.78 | 83.44 | 82.68 | |
| MPSA + OursParams (M)=97.342026.01 | 83.31 | 70.44 | 74.45 | 70.41 | 87 | 83.31 | 84.67 | |
| HERBSParams (M)=161.652026.01 | 82.98 | 74.05 | 70.91 | 71.26 | 81.98 | 82.98 | 81.9 | |
| Expert-FTParams (M)=303.772026.01 | 81.61 | 74.43 | 70.2 | 70.93 | 81.28 | 81.61 | 80.87 | |
| CGLParams (M)=128.192026.01 | 81.47 | 72.14 | 70.37 | 70.34 | 81.32 | 81.47 | 81.03 | |
| MPSAParams (M)=97.262026.01 | 80.84 | 65.07 | 65.5 | 63.8 | 87.21 | 80.84 | 83.32 | |
| Swin-BaseParams (M)=109.372026.01 | 79.33 | 69.62 | 67.72 | 67.78 | 78.76 | 79.33 | 78.64 | |
| ViT-Base + OursParams (M)=86.222026.01 | 78.07 | 69.83 | 65.81 | 66.6 | 77.4 | 78.07 | 77.2 | |
| ResNet-50 + OursParams (M)=23.82026.01 | 77.96 | 69.81 | 66.73 | 67.25 | 77.88 | 77.96 | 77.42 | |
| ViT-BaseParams (M)=86.142026.01 | 73.3 | 64.11 | 60.67 | 61.15 | 73.11 | 73.3 | 72.65 | |
| ResNet-50Params (M)=23.722026.01 | 68.26 | 55.28 | 53.43 | 53.33 | 66.99 | 68.26 | 66.98 |