Image Classification on VLCS (Few-Shot Metrics)
61.6Average AccuracyNDCL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NDCLSetting=Duality2026.01 | 61.6 | 38.5 | 76.4 | 70.7 | |
| DANNSetting=Duality2026.01 | 60.9 | 41.4 | 70.1 | 67.2 | |
| GINIDGSetting=Duality2026.01 | 58.6 | 40.7 | 68.4 | 64.5 | |
| BoDASetting=Duality2026.01 | 58.2 | 40.2 | 73.4 | 65.8 | |
| GroupDROSetting=Duality2026.01 | 57.8 | 36.3 | 70.5 | 69.2 | |
| SAMALTDGSetting=Duality2026.01 | 57.5 | 32.4 | 76.8 | 69.2 | |
| FishSetting=Duality2026.01 | 56.6 | 31.5 | 71.2 | 70.5 | |
| PGradSetting=Duality2026.01 | 55.7 | 30 | 68.6 | 70.1 | |
| CORALSetting=Duality2026.01 | 55.3 | 36.4 | 68 | 66.1 | |
| ERMSetting=Duality2026.01 | 54.9 | 29.5 | 72.4 | 65.3 | |
| RDMSetting=Duality2026.01 | 54.7 | 30.6 | 71.6 | 67.1 | |
| MixupSetting=Duality2026.01 | 54.4 | 30 | 69.2 | 68 | |
| SagNetSetting=Duality2026.01 | 53.6 | 27.1 | 73.4 | 69.9 | |
| EQRMSetting=Duality2026.01 | 52.9 | 26.8 | 70.6 | 66.9 | |
| IRMSetting=Duality2026.01 | 52.6 | 27.1 | 73.5 | 66.4 | |
| FishrSetting=Duality2026.01 | 52.5 | 25.9 | 70.6 | 68.3 | |
| TCRISetting=Duality2026.01 | 52 | 24.7 | 69.3 | 70.8 | |
| VRExSetting=Duality2026.01 | 51.5 | 25.1 | 72 | 68.1 | |
| FocalSetting=Duality2026.01 | 51.5 | 25 | 74.1 | 67.6 | |
| ReWeightSetting=Duality2026.01 | 51.5 | 25.6 | 67.8 | 70.4 | |
| MLDGSetting=Duality2026.01 | 51.3 | 24.2 | 71.9 | 67.2 | |
| MMDSetting=Duality2026.01 | 50.5 | 26.6 | 69 | 64.3 | |
| BSoftmaxSetting=Duality2026.01 | 50.3 | 22.7 | 76 | 69.2 | |
| LDAMSetting=Duality2026.01 | 50.2 | 22 | 73 | 68.8 |