# Video Anomaly Understanding Evaluation on UCF-Crime Source: [Video Anomaly Understanding Evaluation on UCF-Crime]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:10:17.013Z Evaluation of video anomaly understanding performance on the UCF-Crime dataset, utilizing specific metrics such as CLS, KM, FLU, INF, FAC, and Total scores. 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 Understanding Evaluation | | Dataset (including any stated split) | UCF-Crime | | Metric | CLS | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [CLS](): Higher is better; unit: SCALAR. - [KM](): Higher is better; unit: SCALAR. - [FLU](): Higher is better; unit: SCALAR. - [INF](): Higher is better; unit: SCALAR. - [FAC](): Higher is better; unit: SCALAR. - [Total Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | CLS | Result date | Report paper | | --- | --- | --- | --- | | SRVAU-R1 | 7.22 | Not recorded | 6981812ea8b01e76cc8e231c | | Qwen2.5-VL-7B | 4.8 | Not recorded | 6981812ea8b01e76cc8e231c | | VAU-R1 | 4.42 | Not recorded | 6981812ea8b01e76cc8e231c | | InternVL2.5-2B | 4.4 | Not recorded | 6981812ea8b01e76cc8e231c | | Qwen2.5-VL-3B | 4.31 | Not recorded | 6981812ea8b01e76cc8e231c | | InternVL2.5-8B-MPO | 3.79 | Not recorded | 6981812ea8b01e76cc8e231c | | Qwen2-VL-2B | 3.47 | Not recorded | 6981812ea8b01e76cc8e231c | | HolmesVAU | 3.05 | Not recorded | 6981812ea8b01e76cc8e231c | ### SRVAU-R1 CLS: 7.22. Result ID: 69a17b8f35dfcabb00e759d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-7B CLS: 4.8. Result ID: 69a17b8f35dfcabb00e759d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VAU-R1 CLS: 4.42. Result ID: 69a17b8f35dfcabb00e759d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL2.5-2B CLS: 4.4. Result ID: 69a17b8f35dfcabb00e759d1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-3B CLS: 4.31. Result ID: 69a17b8f35dfcabb00e759d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL2.5-8B-MPO CLS: 3.79. Result ID: 69a17b8f35dfcabb00e759d3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL-2B CLS: 3.47. Result ID: 69a17b8f35dfcabb00e759d4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HolmesVAU CLS: 3.05. Result ID: 69a17b8f35dfcabb00e759d6. [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.