Fine-grained Classification on Birds-31
81.25Accuracy (C to I)CFSG
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CFSGBackbone=VMamba-Based, Params=35M2026.01 | 81.25 | 85.31 | 98.12 | 93.44 | 99.06 | 85.94 | 90.52 | |
| HSSHBackbone=VMamba-Based, Params=35M2026.01 | 80.43 | 90.39 | 95.25 | 94.33 | 96.17 | 87.57 | 90.69 | |
| CFSGBackbone=ResNet-Based, Structure=Dual-backbone, Params=28M2026.01 | 72.81 | 80.94 | 94.06 | 88.13 | 95.31 | 78.44 | 84.95 | |
| CFSGBackbone=ResNet-Based, Structure=Single-backbone, Params=28M2026.01 | 70.94 | 76.88 | 90.63 | 84.69 | 94.06 | 75.63 | 82.14 | |
| PAN (DA)Backbone=ResNet-Based, Params=103M2026.01 | 69.79 | 84.19 | 90.46 | 88.1 | 92.51 | 75.03 | 83.34 | |
| FSDGBackbone=ResNet-Based, Structure=Dual-backbone, Params=26M2026.01 | 66.32 | 83.71 | 90.96 | 87.36 | 91.95 | 74.2 | 82.37 | |
| S-FSDGBackbone=ResNet-Based, Structure=Single-backbone, Params=26M2026.01 | 63.66 | 82.43 | 89.56 | 85.8 | 92.03 | 72.91 | 81.06 | |
| ERMBackbone=ResNet-Based, Params=24M2026.01 | 54.64 | 72.93 | 85.01 | 74.97 | 86.1 | 62.51 | 72.69 | |
| CORALBackbone=ResNet-Based, Params=23M2026.01 | 54.64 | 72.93 | 81.01 | 74.97 | 86.1 | 62.51 | 72.03 | |
| MIROBackbone=ResNet-Based, Params=47M2026.01 | 54.39 | 74.87 | 82.36 | 75.34 | 86.42 | 62.48 | 72.64 | |
| SAGMBackbone=ResNet-Based, Params=23M2026.01 | 54.04 | 73.63 | 82.96 | 77.01 | 87.88 | 63.49 | 73.17 | |
| SagNetBackbone=ResNet-Based, Params=24M2026.01 | 53.66 | 71.75 | 81.39 | 74.13 | 85.66 | 62.06 | 71.44 | |
| MLDGBackbone=ResNet-Based, Params=23M2026.01 | 53.55 | 72.19 | 80.74 | 74.83 | 85.61 | 61.95 | 71.48 | |
| DANNBackbone=ResNet-Based, Params=24M2026.01 | 52.75 | 71.82 | 80.79 | 73.59 | 85.55 | 61.53 | 71.01 | |
| GroupDROBackbone=ResNet-Based, Params=23M2026.01 | 52.61 | 70.78 | 81.87 | 74.4 | 86.26 | 61.32 | 71.21 | |
| MixupBackbone=ResNet-Based, Params=23M2026.01 | 52.36 | 71.65 | 82.36 | 75.17 | 85.61 | 62.34 | 71.58 | |
| ARMBackbone=ResNet-Based, Params=24M2026.01 | 50.51 | 71.25 | 77.38 | 74.2 | 84.74 | 59.82 | 69.65 | |
| MixStyleBackbone=ResNet-Based, Params=23M2026.01 | 49.95 | 69.04 | 74.46 | 68.34 | 83.6 | 57.12 | 67.09 | |
| RIDGBackbone=ResNet-Based, Params=24M2026.01 | 47.15 | 66.71 | 82.47 | 73.63 | 85.77 | 60.98 | 69.45 |