Online Activation Accuracy on ET-Bench
62.8TVG F1STRIDE
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| STRIDEFrames=1 FPS, Params=2B2026.03 | 62.8 | 10.7 | 24.6 | 36.5 | 28.5 | 32.6 | |
| ETChatFrames=1 FPS, Params=5B2026.03 | 38.6 | 10.2 | 30.8 | 38.4 | 24.4 | 28.5 | |
| DispiderFrames=1 FPS, Params=9B2026.03 | 36.1 | 15.5 | 27.3 | 33.8 | 18.8 | 26.3 | |
| Baseline-ARFrames=1 FPS, Params=2B2026.03 | 35.7 | 2.5 | 21.2 | 39.6 | 22.6 | 24.3 | |
| StreamBridgeFrames=1 FPS, Params=8B2026.03 | 34.3 | — | 24.3 | 38.3 | 22.6 | — | |
| TimeChatFrames=96, Params=7B2026.03 | 26.2 | 3.9 | 10.1 | 16.6 | 5.6 | 12.5 | |
| LITAFrames=100, Params=13B2026.03 | 22.2 | 4.6 | 18 | 39.7 | 21 | 21.1 | |
| VTG-LLMFrames=96, Params=7B2026.03 | 15.9 | 3.7 | 14.4 | 40.2 | 20.8 | 19 | |
| VideoLLM-OnlineFrames=2 FPS, Params=8B2026.03 | 13.2 | 3.8 | 9.1 | 24 | 9.9 | 12 | |
| VTimeLLMFrames=100, Params=7B2026.03 | 7.6 | 1.9 | 18.2 | 12.4 | 8.7 | 9.8 |