Image Classification on Spawrious
80.8AccuracyLGM w/ DSA
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LGM w/ DSABackbone=DINOv2, IPC=12026.05 | 80.8 | — | — | — | — | — | — | — | |
| CentroidBackbone=DINOv2, IPC=12026.05 | 80.2 | — | — | — | — | — | — | — | |
| CLP-DDBackbone=DINOv2, IPC=12026.05 | 78.3 | — | — | — | — | — | — | — | |
| Full datasetBackbone=DINOv22026.05 | 78.1 | — | — | — | — | — | — | — | |
| NeighborBackbone=DINOv2, IPC=12026.05 | 76.9 | — | — | — | — | — | — | — | |
| RandomBackbone=DINOv2, IPC=12026.05 | 68.1 | — | — | — | — | — | — | — | |
| LGMBackbone=DINOv2, IPC=1, DSA=false2026.05 | 57.2 | — | — | — | — | — | — | — | |
| Full datasetBackbone=CLIP2026.05 | 50.4 | — | — | — | — | — | — | — | |
| Full datasetBackbone=EVA-022026.05 | 50.1 | — | — | — | — | — | — | — | |
| RandomBackbone=CLIP, IPC=12026.05 | 46.2 | — | — | — | — | — | — | — | |
| CentroidBackbone=CLIP, IPC=12026.05 | 44.8 | — | — | — | — | — | — | — | |
| LGM w/ DSABackbone=CLIP, IPC=12026.05 | 43.1 | — | — | — | — | — | — | — | |
| CLP-DDBackbone=CLIP, IPC=12026.05 | 42.7 | — | — | — | — | — | — | — | |
| NeighborBackbone=CLIP, IPC=12026.05 | 41.7 | — | — | — | — | — | — | — | |
| NeighborBackbone=EVA-02, IPC=12026.05 | 40.7 | — | — | — | — | — | — | — | |
| CentroidBackbone=EVA-02, IPC=12026.05 | 38.1 | — | — | — | — | — | — | — | |
| CLP-DDBackbone=EVA-02, IPC=12026.05 | 37.4 | — | — | — | — | — | — | — | |
| LGM w/ DSABackbone=EVA-02, IPC=12026.05 | 36.5 | — | — | — | — | — | — | — | |
| Full datasetBackbone=MoCo-v32026.05 | 35.8 | — | — | — | — | — | — | — | |
| RandomBackbone=EVA-02, IPC=12026.05 | 33.3 | — | — | — | — | — | — | — | |
| CLP-DDBackbone=MoCo-v3, IPC=12026.05 | 33.2 | — | — | — | — | — | — | — | |
| NeighborBackbone=MoCo-v3, IPC=12026.05 | 33 | — | — | — | — | — | — | — | |
| LGM w/ DSABackbone=MoCo-v3, IPC=12026.05 | 32.7 | — | — | — | — | — | — | — | |
| RandomBackbone=MoCo-v3, IPC=12026.05 | 31.8 | — | — | — | — | — | — | — | |
| CentroidBackbone=MoCo-v3, IPC=12026.05 | 30.5 | — | — | — | — | — | — | — | |
| LGMBackbone=EVA-02, IPC=1, DSA=false2026.05 | 28.7 | — | — | — | — | — | — | — | |
| LGMBackbone=CLIP, IPC=1, DSA=false2026.05 | 26.1 | — | — | — | — | — | — | — | |
| LGMBackbone=MoCo-v3, IPC=1, DSA=false2026.05 | 22.6 | — | — | — | — | — | — | — | |
| CentroidIPC=12026.05 | — | — | — | — | — | — | — | 48.4 | |
| CLP-DDIPC=12026.05 | — | — | — | — | — | — | — | 47.9 | |
| CnCGroup Info?=false, Train Twice?=true2025.08 | — | 94.4 | 87.8 | 89.6 | 92.6 | 80.8 | 88.8 | 89 | |
| CnC2025.08 | — | 19.2 | 169.2 | 62.9 | 48.1 | 129.1 | 47.1 | — | |
| CVaR DROGroup Info?=false, Train Twice?=false2025.08 | — | 89.4 | 86 | 80.7 | 88.5 | 74 | 67.7 | 81 | |
| CVaR DRO2025.08 | — | 63.3 | 261 | 241.4 | 109.4 | 323 | 469 | — | |
| DFRGroup Info?=true, Train Twice?=true2025.08 | — | 87.5 | 80.9 | 79.4 | 89.4 | 75.1 | 72.4 | 80.8 | |
| DFR2025.08 | — | 70.3 | 359.1 | 149.3 | 68 | 293.1 | 327.5 | — | |
| ERMGroup Info?=false, Train Twice?=false2025.08 | — | 85.5 | 76.7 | 82 | 89.5 | 74.5 | 70.7 | 79.8 | |
| ERM2025.08 | — | 50.9 | 109.8 | 101.1 | 92.6 | 246.3 | 373.8 | — | |
| Full dataset2026.05 | — | — | — | — | — | — | — | 53.6 | |
| GALSGroup Info?=false, Train Twice?=false2025.08 | — | 93.5 | 86.6 | 90 | 87.8 | 74 | 69.8 | 83.6 | |
| GALS2025.08 | — | 12.6 | 490.8 | 61.3 | 161.6 | 563.8 | 584.9 | — | |
| GroupDROGroup Info?=true, Train Twice?=false2025.08 | — | 92.7 | 89.5 | 86.5 | 89.4 | 77.3 | 68.4 | 84 | |
| GroupDRO2025.08 | — | 33.5 | 221.7 | 85.5 | 79 | 190.7 | 397.1 | — | |
| IRMGroup Info?=true, Train Twice?=false2025.08 | — | 87.3 | 76.9 | 82.7 | 90.9 | 76.7 | 71.2 | 80.9 | |
| IRM2025.08 | — | 76.5 | 107.8 | 183.8 | 70 | 291.2 | 383.4 | — | |
| JTTGroup Info?=false, Train Twice?=true2025.08 | — | 86.1 | — | 77.5 | 89.2 | 72.8 | 66.6 | — | |
| JTT2025.08 | — | 31.4 | — | 310.2 | 108.3 | 293.2 | 473.2 | — | |
| LfFGroup Info?=false, Train Twice?=false2025.08 | — | 84.1 | — | 76.9 | 89.6 | 73.8 | 69.1 | — | |
| LfF2025.08 | — | 88.1 | — | 254.2 | 80.9 | 290.2 | 413.8 | — | |
| LGMIPC=1, DSA=false2026.05 | — | — | — | — | — | — | — | 33.6 | |
| LGM w/ DSAIPC=12026.05 | — | — | — | — | — | — | — | 48.3 | |
| NeighborIPC=12026.05 | — | — | — | — | — | — | — | 48.1 | |
| RandomIPC=12026.05 | — | — | — | — | — | — | — | 44.9 | |
| SupERGroup Info?=false, Train Twice?=false2025.08 | — | 90.9 | 90.1 | 90.5 | 94.9 | 91.6 | 91.4 | 91.6 | |
| SupER2025.08 | — | 64.7 | 92.1 | 41.2 | 22.8 | 33.8 | 58 | — | |
| UWGroup Info?=true, Train Twice?=false2025.08 | — | 93.5 | 82.6 | 86.5 | 89.5 | 74.5 | 70.7 | 82.9 | |
| UW2025.08 | — | 29.3 | 109.8 | 99.6 | 92.6 | 246.3 | 373.8 | — |