Image Classification on X-TAIL Average
82.36Aircraft AccuracyInfLoRA
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InfLoRAEvaluation protocol=Last2025.06 | 82.36 | 71.11 | 87.78 | 73.05 | 95.74 | 79.38 | 79.58 | 46.57 | 18.26 | 76.16 | 70.99 | |
| MoRAMEvaluation protocol=Average2025.06 | 81.6 | 68.4 | 89.7 | 64.1 | 66.5 | 79.6 | 84.4 | 64.6 | 44.1 | 83.9 | 72.7 | |
| CoDyRAEvaluation protocol=Last2025.06 | 81.5 | 77.3 | 93.3 | 73.5 | 96.8 | 89.9 | 85.5 | 65.1 | 37.7 | 91.4 | 79.2 | |
| MoRAMEvaluation protocol=Last2025.06 | 81.5 | 81 | 92.6 | 74.7 | 97.6 | 92.4 | 86 | 70.7 | 37.7 | 95 | 80.9 | |
| CoDyRAEvaluation protocol=Average2025.06 | 81 | 67.2 | 90.4 | 64.4 | 64.5 | 77.8 | 84.6 | 58.7 | 41.4 | 83.4 | 71.3 | |
| InfLoRAEvaluation protocol=Average2025.06 | 78.58 | 55.3 | 82.59 | 56.67 | 61.45 | 66.59 | 76.79 | 48.5 | 20.49 | 71.83 | 62.48 | |
| MoRAMEvaluation protocol=Transfer2025.06 | 74.5 | 65.1 | 88.2 | 62.9 | 45.8 | 46.9 | 82.9 | 38.1 | — | 65.3 | 63.3 | |
| CoDyRAEvaluation protocol=Transfer2025.06 | 74.3 | 64.6 | 88.9 | 63.4 | 42.8 | 44.2 | 83.5 | 36.8 | — | 69.9 | 63.2 | |
| InfLoRAEvaluation protocol=Transfer2025.06 | 72.26 | 51.19 | 80.29 | 55.05 | 39.32 | 38.46 | 73.19 | 36.19 | — | 55.22 | 55.69 | |
| MoRAMProtocol=Average2025.06 | 44.1 | 81.6 | 64.6 | 79.6 | 83.9 | 84.4 | 66.5 | 89.7 | 68.4 | 64.1 | 72.7 | |
| NoRGaProtocol=Average2025.06 | 35.4 | 81.3 | 46.8 | 63.5 | 67.4 | 80.2 | 56.4 | 84.2 | 50.2 | 56.4 | 62.2 | |
| SD-LoRAProtocol=Average2025.06 | 20.8 | 86.8 | 56.4 | 75.6 | 81.8 | 81.9 | 67.2 | 89 | 58.3 | 60.8 | 67.9 |