Image Classification on GTSRB (Accuracy, Frequency of teacher queries)
72.6AccuracyOffline ICD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Offline ICDBackbone=LLaVA-OneVision2025.10 | 72.6 | 100 | |
| ICDBackbone=LLaVA-OneVision2025.10 | 70.8 | 4.4 | |
| GPT-4o2025.10 | 68.1 | — | |
| Offline ICDBackbone=InternVL2.52025.10 | 66.1 | 100 | |
| ICDBackbone=InternVL2.52025.10 | 61.9 | 6.8 | |
| BestofNBackbone=InternVL2.52025.10 | 50.4 | — | |
| Self-labelingBackbone=InternVL2.52025.10 | 47.7 | — | |
| 0-shotBackbone=InternVL2.52025.10 | 47.2 | — | |
| BestofNBackbone=LLaVA-OneVision2025.10 | 44.2 | — | |
| 0-shotBackbone=LLaVA-OneVision2025.10 | 42.6 | — | |
| Self-labelingBackbone=LLaVA-OneVision2025.10 | 41.6 | — | |
| CoTBackbone=InternVL2.52025.10 | 41 | — | |
| CoTBackbone=LLaVA-OneVision2025.10 | 32.1 | — |