Driver distraction detection on Drive&Act IR
58.92Average Balanced AccuracyInfoNCE balanced
Evaluation Results
| Method | Links | |
|---|---|---|
| InfoNCE balancedLoss=InfoNCE balanced, Alignment=GMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 58.92 | |
| MM RxIDLoss=MM RxID, Alignment=GMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 57.3 | |
| CMA-STLoss=CMA-ST, Alignment=LMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 57.16 | |
| MM WxIDLoss=MM WxID, Alignment=GMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 56.57 | |
| CMVRALoss=CMVRA, Alignment=GMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 56.37 | |
| WxIDLoss=WxID, Alignment=LMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 55.51 | |
| MM CMA-STLoss=MM CMA-ST, Alignment=GMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 55.38 | |
| InfoNCELoss=InfoNCE, Alignment=LMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 52.42 | |
| RxIDLoss=RxID, Alignment=LMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 51.95 |