Vehicle Action Understanding on MSVD
0.88BLEU-1ResNet50-GPT2
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ResNet50-GPT2status=Proposed2025.04 | 0.88 | 0.855 | 0.823 | 0.778 | 1.315 | 0.329 | 0.795 | |
| GRU-EVE2025.04 | 0.535 | 0.502 | 0.456 | 0.37 | 1.246 | 0.285 | 0.594 | |
| M2 Transformer2025.04 | 0.52 | 0.486 | 0.438 | 0.391 | 1.27 | 0.292 | 0.586 | |
| Dense Video Captioning2025.04 | 0.498 | 0.463 | 0.412 | 0.357 | 1.135 | 0.268 | 0.552 | |
| Show, Attend and Tell2025.04 | 0.48 | 0.443 | 0.395 | 0.304 | 0.943 | 0.252 | 0.52 | |
| GPT-2 (Baseline)Type=Baseline2025.04 | 0.334 | 0.305 | 0.243 | 0.178 | 0.705 | 0.192 | 0.372 |