Accident Anticipation on DAD
85.8APGeometric-Semantic Accident Anticipation framework
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Geometric-Semantic Accident Anticipation framework2026.04 | 85.8 | 4.11 | — | |
| ViViT-FE2026.04 | 78.8 | 4.03 | — | |
| THAT-NET2026.04 | 77.8 | 3.64 | — | |
| SECURE2026.04 | 68.7 | 3.13 | — | |
| VideoCLIP2026.04 | 68.5 | 3.75 | — | |
| FLaRAN. Params=84M, Domain-specific fine-tuning=False2026.06 | 67.3 | 0.663 | 93.6 | |
| CRASH2026.04 | 67.2 | 3.02 | — | |
| AdaLEA2026.04 | 62.3 | 2.94 | — | |
| AccNet2026.04 | 60.8 | 3.58 | — | |
| GSC2026.04 | 60.4 | 2.55 | — | |
| GSC2026.04 | 60.4 | 2.55 | — | |
| DSTA2026.04 | 59.2 | 2.6 | — | |
| UString2026.04 | 58 | 2.85 | — | |
| DSTAYear=20212021.06 | 56.1 | 3.66 | — | |
| DSTA2026.04 | 56.1 | 3.66 | — | |
| GCRNNYear=20202021.06 | 53.7 | 3.53 | — | |
| UString2026.04 | 53.7 | 3.53 | — | |
| adaLEAYear=20182021.06 | 52.3 | 3.43 | — | |
| AdaLEA2026.04 | 52.3 | 3.43 | — | |
| L-RAIYear=20172021.06 | 51.4 | 3.01 | — | |
| L-RAI2026.04 | 51.4 | 3.01 | — | |
| BADASN. Params=332M, Domain-specific fine-tuning=False2026.06 | 48.9 | 0.782 | 92.5 | |
| DSAYear=20162021.06 | 48.1 | 1.34 | — | |
| DSA2026.04 | 48.1 | 1.34 | — | |
| DSA2026.04 | 48.1 | 1.34 | — | |
| VideoMAE2026.04 | 48.1 | 3.93 | — | |
| UStringN. Params=1.9M, Domain-specific fine-tuning=False2026.06 | 5.5 | 2.694 | 65.6 | |
| DSTAN. Params=4.8M, Domain-specific fine-tuning=False2026.06 | 4.7 | 2.832 | 61.2 |