Error Slice Discovery on CelebA
92Precision@10CB-SLICE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CB-SLICEModel=CBM + Seq2026.05 | 92 | 66 | |
| CB-SLICEModel=CBM + Joint2026.05 | 84 | 66 | |
| DOMINOModel=CBM + Joint2026.05 | 64 | 53 | |
| DOMINOModel=CBM + Seq2026.05 | 63 | 45 | |
| DOMINOModel=Vanilla DNN2026.05 | 61 | 49 | |
| HiBug2Model=Vanilla DNN2026.05 | 60 | 58 | |
| GEORGEModel=Vanilla DNN2026.05 | 55 | 20 | |
| HiBug2Model=CBM + Seq2026.05 | 55 | 51 | |
| GEORGEModel=CBM + Seq2026.05 | 49 | 17 | |
| GEORGEModel=CBM + Joint2026.05 | 41 | 15 | |
| HiBug2Model=CBM + Joint2026.05 | 40 | 39 | |
| SPOTLIGHTModel=Vanilla DNN2026.05 | 25 | 10 | |
| K-MEANSModel=Vanilla DNN2026.05 | 20 | 20 | |
| K-MEANSModel=CBM + Seq2026.05 | 17 | 13 | |
| K-MEANSModel=CBM + Joint2026.05 | 12 | 13 | |
| SPOTLIGHTModel=CBM + Joint2026.05 | 10 | 9 | |
| SPOTLIGHTModel=CBM + Seq2026.05 | 0 | 9 |