# Video Anomaly Detection on UCF-Crime 6 (clip-level) Source: [Video Anomaly Detection on UCF-Crime 6 (clip-level)]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:30:10.207Z Evaluation of Video Anomaly Detection performance on the clip-level setting (version 6) of the UCF-Crime dataset, reporting standard classification metrics and latency. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Video Anomaly Detection | | Dataset (including any stated split) | UCF-Crime 6 (clip-level) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [ROC AUC](): Higher is better; unit: SCALAR. - [Latency](): Lower is better; unit: TIME. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | InternVL3-2B-LoRA | 91.27 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | gemma-3-4b-it | 91 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | InternVL3-2B | 91 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | gemma-3-4b-it | 90 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | gemma-3-4b-it | 90 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | Qwen2.5-VL-3B-It | 90 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | Qwen2.5-VL-3B-It | 90 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | gemma-3-4b-it | 89 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | InternVL3-2B | 89 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | PEL4VAD | 87.24 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | InternVL3-2B | 87 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | Qwen2.5-VL-3B-It | 84 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | Qwen2.5-VL-3B-It | 79 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | LAVAD | 77.24 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | InternVL3-2B | 67 | Not recorded | 69b8e0070636e5bf4afbe9a6 | | VERA | 64.48 | Not recorded | 69b8e0070636e5bf4afbe9a6 | ### InternVL3-2B-LoRA Accuracy: 91.27. Result ID: 69b902f947f34ce924a124ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fine-tuning":"LoRA"}. This record does not assert independent reproduction. ### gemma-3-4b-it Accuracy: 91. Result ID: 69b902f947f34ce924a124e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"Few Shot","Fine-tuning":"LoRA"}. This record does not assert independent reproduction. ### InternVL3-2B Accuracy: 91. Result ID: 69b902f947f34ce924a124e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"Zero Shot","Fine-tuning":"LoRA"}. This record does not assert independent reproduction. ### gemma-3-4b-it Accuracy: 90. Result ID: 69b902f947f34ce924a124e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"Basic","Fine-tuning":"LoRA"}. This record does not assert independent reproduction. ### gemma-3-4b-it Accuracy: 90. Result ID: 69b902f947f34ce924a124e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"CoT","Fine-tuning":"LoRA"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B-It Accuracy: 90. Result ID: 69b902f947f34ce924a124ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"Zero Shot","Fine-tuning":"LoRA"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B-It Accuracy: 90. Result ID: 69b902f947f34ce924a124eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"Few Shot","Fine-tuning":"LoRA"}. This record does not assert independent reproduction. ### gemma-3-4b-it Accuracy: 89. Result ID: 69b902f947f34ce924a124e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"Zero Shot","Fine-tuning":"LoRA"}. This record does not assert independent reproduction. ### InternVL3-2B Accuracy: 89. Result ID: 69b902f947f34ce924a124e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"Basic prompt","Fine-tuning":"LoRA"}. This record does not assert independent reproduction. ### PEL4VAD Accuracy: 87.24. Result ID: 69b902f947f34ce924a124f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL3-2B Accuracy: 87. Result ID: 69b902f947f34ce924a124e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"Few Shot","Fine-tuning":"LoRA"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B-It Accuracy: 84. Result ID: 69b902f947f34ce924a124e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"Basic","Fine-tuning":"LoRA"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B-It Accuracy: 79. Result ID: 69b902f947f34ce924a124ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"CoT","Fine-tuning":"LoRA"}. This record does not assert independent reproduction. ### LAVAD Accuracy: 77.24. Result ID: 69b902f947f34ce924a124ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL3-2B Accuracy: 67. Result ID: 69b902f947f34ce924a124e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"CoT","Fine-tuning":"LoRA"}. This record does not assert independent reproduction. ### VERA Accuracy: 64.48. Result ID: 69b902f947f34ce924a124ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.