Streaming Narration on Ego4D
1.995Perplexity (PPL)FLOWNAR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FLOWNARFrame Strategy=1+3×3, Evaluation Protocol=teacher-forced2026.05 | 1.995 | 2.195 | 46.4 | 53.9 | |
| FLOWNAR-CFrame Strategy=1+3×3, Evaluation Protocol=teacher-forced2026.05 | 2.006 | 2.219 | 46.1 | 53.5 | |
| LION-FSFrame Strategy=1+3×3, Evaluation Protocol=teacher-forced2026.05 | 2.09 | 2.15 | 46.1 | 52.4 | |
| Videollm-onlineFrame Strategy=1+3×3, Evaluation Protocol=teacher-forced2026.05 | 2.4 | 2.05 | 45.3 | 49 | |
| Videollm-modFrame Strategy=1+3×3, Evaluation Protocol=teacher-forced2026.05 | 2.41 | 2.04 | 45.2 | 48.9 | |
| Videollm-onlineFrame Strategy=1, Evaluation Protocol=teacher-forced2026.05 | 2.43 | 2.32 | 42.6 | — |