Image Classification on NICO
85.8AccuracyDecoupleGen
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DecoupleGenNum Generations=229k2026.05 | 85.8 | — | — | 49.2 | |
| StandardNum Generations=02026.05 | 85.3 | — | — | 35 | |
| Feedback GuidanceNum Generations=229k2026.05 | 85.3 | — | — | 49.2 | |
| CRTNum Generations=02026.05 | 85.2 | — | — | 43.3 | |
| Txt2ImgNum Generations=229k2026.05 | 85.2 | — | — | 33.5 | |
| LISANum Generations=02026.05 | 84.7 | — | — | 42.7 | |
| IRMNum Generations=02026.05 | 84.4 | — | — | 40 | |
| MixupNum Generations=02026.05 | 84 | — | — | 42.7 | |
| BSoftmaxNum Generations=02026.05 | 84 | — | — | 40.4 | |
| GroupDRONum Generations=02026.05 | 83.2 | — | — | 37.8 | |
| StableNetBackbone=ResNet-18, Evaluation Protocol=unbalanced + flexible, Number of runs=32021.04 | 59.76 | — | — | — | |
| RSCBackbone=ResNet-18, Evaluation Protocol=unbalanced + flexible, Number of runs=32021.04 | 57.59 | — | — | — | |
| JiGenBackbone=ResNet-18, Evaluation Protocol=unbalanced + flexible, Number of runs=32021.04 | 54.42 | — | — | — | |
| ResNet-18Backbone=ResNet-18, Evaluation Protocol=unbalanced + flexible, Number of runs=32021.04 | 51.71 | — | — | — | |
| DG-MMLDBackbone=ResNet-18, Evaluation Protocol=unbalanced + flexible, Number of runs=32021.04 | 47.18 | — | — | — | |
| M-ADABackbone=ResNet-18, Evaluation Protocol=unbalanced + flexible, Number of runs=32021.04 | 40.78 | — | — | — | |
| CNBBimplemented_by_authors=true2020.12 | — | 0.7816 | 0.7739 | — | |
| Cumiximplemented_by_authors=true2020.12 | — | 0.7678 | 0.7474 | — | |
| DANNimplemented_by_authors=true2020.12 | — | 0.7559 | 0.7223 | — | |
| DecAug2020.12 | — | 0.8523 | 0.8012 | — | |
| ERMimplemented_by_authors=true2020.12 | — | 0.7587 | 0.7452 | — | |
| IRMimplemented_by_authors=true2020.12 | — | 0.5917 | 0.62 | — | |
| JiGenimplemented_by_authors=true2020.12 | — | 0.8495 | 0.7945 | — | |
| Rex2020.12 | — | 0.7431 | 0.662 | — |