Video Anomaly Detection on UCF-Crime 6 (clip-level)
91.27AccuracyInternVL3-2B-LoRA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| InternVL3-2B-LoRAFine-tuning=LoRA2026.03 | 91.27 | 98.36 | 85.71 | 91.6 | 0.9196 | 2.7726 | |
| gemma-3-4b-itPrompt=Few Shot, Fine-tuning=LoRA2026.03 | 91 | 90 | 95 | 92 | 0.91 | 8.37 | |
| InternVL3-2BPrompt=Zero Shot, Fine-tuning=LoRA2026.03 | 91 | 98 | 86 | 92 | 0.92 | 2.77 | |
| gemma-3-4b-itPrompt=Basic, Fine-tuning=LoRA2026.03 | 90 | 87 | 95 | 91 | 0.89 | 8.1 | |
| gemma-3-4b-itPrompt=CoT, Fine-tuning=LoRA2026.03 | 90 | 87 | 95 | 91 | 0.89 | 8.77 | |
| Qwen2.5-VL-3B-ItPrompt=Zero Shot, Fine-tuning=LoRA2026.03 | 90 | 97 | 85 | 90 | 0.91 | 2.61 | |
| Qwen2.5-VL-3B-ItPrompt=Few Shot, Fine-tuning=LoRA2026.03 | 90 | 94 | 86 | 90 | 0.9 | 2.77 | |
| gemma-3-4b-itPrompt=Zero Shot, Fine-tuning=LoRA2026.03 | 89 | 87 | 94 | 91 | 0.89 | 8.1 | |
| InternVL3-2BPrompt=Basic prompt, Fine-tuning=LoRA2026.03 | 89 | 89 | 91 | 90 | 0.89 | 2.91 | |
| PEL4VAD2026.03 | 87.24 | 85.03 | 89.29 | 87.11 | 0.8731 | 2.5132 | |
| InternVL3-2BPrompt=Few Shot, Fine-tuning=LoRA2026.03 | 87 | 94 | 83 | 88 | 0.88 | 2.33 | |
| Qwen2.5-VL-3B-ItPrompt=Basic, Fine-tuning=LoRA2026.03 | 84 | 99 | 72 | 83 | 0.86 | 2.83 | |
| Qwen2.5-VL-3B-ItPrompt=CoT, Fine-tuning=LoRA2026.03 | 79 | 89 | 70 | 79 | 0.8 | 2.88 | |
| LAVAD2026.03 | 77.24 | 76.81 | 75.71 | 76.26 | 0.7719 | 4.8936 | |
| InternVL3-2BPrompt=CoT, Fine-tuning=LoRA2026.03 | 67 | 67 | 78 | 72 | 0.65 | 5.09 | |
| VERA2026.03 | 64.48 | 57.81 | 97.86 | 72.68 | 0.656 | 3.7055 |