Binary Risk Classification on FRA Form 57 and Mapillary images (test)
85.1AccuracyE4B Fine-Tuned
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| E4B Fine-TunedEvaluation protocol=Fine-tuning, Input configuration=Images + FRA Form 57 Report2026.07 | 85.1 | 76.7 | 59.7 | 63.5 | 60.7 | 75.7 | |
| E4B No ReportEvaluation protocol=Prompting, Input configuration=Images only2026.07 | 69.4 | 49.1 | 18 | 17.5 | 17.6 | 49.4 | |
| E4B ReportEvaluation protocol=Prompting, Input configuration=Images + FRA Form 57 Report2026.07 | 62.3 | 55.9 | 23.5 | 46 | 30.8 | 52.3 | |
| E4B OracleEvaluation protocol=Prompting, Input configuration=Images + Ground-truth Oracle Report2026.07 | 53.7 | 68.7 | 27 | 92.1 | 41.7 | 51.6 |