Vehicle Action Understanding on BDD-X
0.86BLEU-1ResNet50-GPT2
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ResNet50-GPT2status=Proposed2025.04 | 0.86 | 0.835 | 0.8 | 0.755 | 1.235 | 0.312 | 0.782 | |
| AoANet2025.04 | 0.532 | 0.495 | 0.442 | 0.372 | 1.189 | 0.289 | 0.573 | |
| OSCAR2025.04 | 0.51 | 0.472 | 0.423 | 0.358 | 1.124 | 0.276 | 0.548 | |
| ViT-GPT22025.04 | 0.482 | 0.445 | 0.398 | 0.324 | 1.086 | 0.258 | 0.523 | |
| X-LAN2025.04 | 0.451 | 0.412 | 0.356 | 0.293 | 0.998 | 0.265 | 0.541 | |
| GPT-2 (Baseline)Type=Baseline2025.04 | 0.312 | 0.285 | 0.21 | 0.152 | 0.653 | 0.185 | 0.356 |