Driver distraction detection on Drive&Act Depth
54.25Average Balanced AccuracyMM RxID
Evaluation Results
| Method | Links | |
|---|---|---|
| MM RxIDLoss=MM RxID, Alignment=GMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 54.25 | |
| InfoNCE balancedLoss=InfoNCE balanced, Alignment=GMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 54.04 | |
| MM WxIDLoss=MM WxID, Alignment=GMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 53.36 | |
| MM CMA-STLoss=MM CMA-ST, Alignment=GMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 53.31 | |
| CMVRALoss=CMVRA, Alignment=GMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 53.13 | |
| CMA-STLoss=CMA-ST, Alignment=LMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 51.71 | |
| WxIDLoss=WxID, Alignment=LMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 50.89 | |
| InfoNCELoss=InfoNCE, Alignment=LMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 50.71 | |
| RxIDLoss=RxID, Alignment=LMA, Evaluation Protocol=Linear Evaluation Protocol (LEP)2026.06 | 49.57 |