Image Classification on CIFAR-100 (test) (Subgroup Accuracy Analysis)
35.6Accuracy (1st Worst Subgroup)DIM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DIMType=Data-centric2024.03 | 35.6 | 45.1 | 54.7 | |
| Jain et al.Type=Data-centric2024.03 | 33.7 | 41.9 | 53.1 | |
| gDROType=Model-centric, Label Source=Ours (DIM)2024.03 | 27.2 | 35.8 | 48.3 | |
| Soft-gDROType=Model-centric, Label Source=Ours (DIM)2024.03 | 27.2 | 38.4 | 49.8 | |
| JTTType=Model-centric (Unsupervised)2024.03 | 26.9 | 34.6 | 48.5 | |
| Soft-DIType=Model-centric, Label Source=Ours (DIM)2024.03 | 26.8 | 37.1 | 48.9 | |
| gDROType=Model-centric, Label Source=Jain et al. [13]2024.03 | 26.7 | 34.5 | 46.9 | |
| DIType=Model-centric, Label Source=Ours (DIM)2024.03 | 26.5 | 36.7 | 48.7 | |
| EIILType=Model-centric (Unsupervised)2024.03 | 25.9 | 34.8 | 47.2 | |
| gDROType=Model-centric, Label Source=Domino [8]2024.03 | 25.9 | 34.8 | 47.2 | |
| DIType=Model-centric, Label Source=Domino [8]2024.03 | 25.6 | 35.3 | 47.1 | |
| SubYType=Model-centric (Unsupervised)2024.03 | 25.1 | 33.8 | 45.6 | |
| LfFType=Model-centric (Unsupervised)2024.03 | 25 | 33.8 | 44.3 | |
| ERMType=Baseline2024.03 | 24.8 | 33.6 | 44.4 | |
| DIType=Model-centric, Label Source=Jain et al. [13]2024.03 | 24.3 | 34.2 | 47.5 |