Image Classification on Terra Incognita (test)
62.9AccuracyGMDG + L-Reg
Evaluation results
| Method | Links | |
|---|---|---|
| GMDG + L-RegOracle model=RegNetY-16GF2024.10 | 62.9 | |
| GMDGOracle model=RegNetY-16GF2024.10 | 60.7 | |
| MIROOracle model=RegNetY-16GF2024.10 | 58.9 | |
| SagNet2024.10 | 48.6 | |
| mDSDI2024.10 | 48.1 | |
| GVRTSource Domain=true, Domain Description=false, Pre-training=ResNet-50 on ImageNet2023.07 | 48 | |
| ERM2024.10 | 47.8 | |
| MLDG2024.10 | 47.7 | |
| IRM2024.10 | 47.6 | |
| CORAL2024.10 | 47.6 | |
| SelfRegSource Domain=true, Domain Description=false, Pre-training=ResNet-50 on ImageNet2023.07 | 47 | |
| SelfReg2024.10 | 47 | |
| DANN2024.10 | 46.7 | |
| RSC2024.10 | 46.6 | |
| VREX2024.10 | 46.4 | |
| CDANN2024.10 | 45.8 | |
| MTL2024.10 | 45.6 | |
| ARM2024.10 | 45.5 | |
| Fish2024.10 | 45.1 | |
| Mixstyle2024.10 | 44 | |
| GroupDRO2024.10 | 43.2 | |
| MMD2024.10 | 42.2 | |
| PromptStylerSource Domain=false, Domain Description=false, Pre-training=ResNet-50 from CLIP2023.07 | 30.5 | |
| ZS-CLIP (PC)Source Domain=false, Domain Description=true, Pre-training=ResNet-50 from CLIP2023.07 | 23.8 | |
| ZS-CLIP (C)Source Domain=false, Domain Description=true, Pre-training=ResNet-50 from CLIP2023.07 | 19.5 |