NICO++
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | NICO++ (ID) | Accuracy88.2 | 24 | |
| Image Classification | NICO++ Feature non-IID | Top-1 Accuracy92.91 | 14 | |
| Image Classification | NICO++ Feature+label non-IID (average across domains) | Top-1 Accuracy91.51 | 14 | |
| Binary Classification | NICO++ Bike vs. Motorbike | Accuracy (AVG)90.2 | 12 | |
| Binary Classification | NICO++ Car vs. Truck | Average Accuracy86.1 | 12 | |
| Risky sample generation | NICO++ | Generation Time (s)7.35 | 12 | |
| Domain Generalization | NICO++ | Metric A97.9 | 10 | |
| Risky Sample Transferability | NICO++ | Error Rate6.4 | 9 | |
| Image Classification | NICO++ (test) | Worst-group Accuracy87.4 | 7 | |
| Bias discovery | NICO++ 75/90/95 (test) | Precision@10 (75% Strength)0.64 | 6 |
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