Verification on private CCTV 80 videos (test)
85Accuracy+ CCTV SFT
Evaluation Results
| Method | Links | |
|---|---|---|
| + CCTV SFTTraining=SFT2026.05 | 85 | |
| + Dashcam SFTTraining=SFT2026.05 | 83.75 | |
| + RLTraining=SFT+RL2026.05 | 81.25 | |
| Gemini 2.5 ProTraining=0-shot2026.05 | 76.25 | |
| Gemini 3.1 FlashTraining=0-shot2026.05 | 70.63 | |
| CR2Training=0-shot2026.05 | 50 |