# Video Anomaly Detection on UCF-Crime (UCFC) (test) Source: [Video Anomaly Detection on UCF-Crime (UCFC) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:30.285Z Evaluation of Video Anomaly Detection performance on the specific (UCFC) test split of the UCF-Crime dataset, measured by AUC. 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 (UCFC) (test) | | Metric | AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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 - [AUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | Purwantu et al. | 0.85 | Not recorded | 68fa6bf11e209131cea3110f | | Yu et al. | 0.843 | Not recorded | 68fa6bf11e209131cea3110f | | Yu et al. | 0.8328 | Not recorded | 68fa6bf11e209131cea3110f | | CLAWS | 0.8303 | Not recorded | 68fa6bf11e209131cea3110f | | DAM | 0.8267 | Not recorded | 68fa6bf11e209131cea3110f | | CLAWS | 0.8261 | Not recorded | 68fa6bf11e209131cea3110f | | Wu et al. | 0.8244 | Not recorded | 68fa6bf11e209131cea3110f | | GCN | 0.8212 | Not recorded | 68fa6bf11e209131cea3110f | | GCN | 0.8108 | Not recorded | 68fa6bf11e209131cea3110f | | Proposed GCL\_WS | 0.7984 | Not recorded | 68fa6bf11e209131cea3110f | | SRF | 0.7954 | Not recorded | 68fa6bf11e209131cea3110f | | Zhu et al. | 0.79 | Not recorded | 68fa6bf11e209131cea3110f | | Zhang et al. | 0.7866 | Not recorded | 68fa6bf11e209131cea3110f | | Noise Cleaner | 0.7827 | Not recorded | 68fa6bf11e209131cea3110f | | BN-SVP | 0.7653 | Not recorded | 68fa6c101e209131cea31d54 | | Sultani et al. | 0.7541 | Not recorded | 68fa6bf11e209131cea3110f | | Proposed GCL\_OCC | 0.742 | Not recorded | 68fa6bf11e209131cea3110f | | DUAD | 0.729 | Not recorded | 68fa6bf11e209131cea3110f | | Proposed GCL\_PT | 0.7104 | Not recorded | 68fa6bf11e209131cea3110f | | Li & Vasconcelos | 0.7096 | Not recorded | 68fa6c101e209131cea31d54 | | Proposed GCL\_PT | 0.7074 | Not recorded | 68fa6bf11e209131cea3110f | | GODS | 0.7046 | Not recorded | 68fa6bf11e209131cea3110f | | OGNet | 0.6947 | Not recorded | 68fa6bf11e209131cea3110f | | BODS | 0.6826 | Not recorded | 68fa6bf11e209131cea3110f | | Proposed GCL\_B | 0.6817 | Not recorded | 68fa6bf11e209131cea3110f | | Ilse et al. | 0.6685 | Not recorded | 68fa6c101e209131cea31d54 | | Lu et al. | 0.6551 | Not recorded | 68fa6bf11e209131cea3110f | | Lu et al. | 0.5867 | Not recorded | 68fa6c101e209131cea31d54 | | Sohrab et al. | 0.585 | Not recorded | 68fa6bf11e209131cea3110f | | MMIL | 0.5708 | Not recorded | 68fa6c101e209131cea31d54 | | AE\_AllData | 0.5632 | Not recorded | 68fa6bf11e209131cea3110f | | kim et al. | 0.52 | Not recorded | 68fa6bf11e209131cea3110f | | Hasan et al. | 0.506 | Not recorded | 68fa6bf11e209131cea3110f | | SVM | 0.5 | Not recorded | 68fa6bf11e209131cea3110f | ### Purwantu et al. AUC: 0.85. Result ID: 698eaab8ffc3901de09f9cf4. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"TRN"}. This record does not assert independent reproduction. ### Yu et al. AUC: 0.843. Result ID: 698eaab8ffc3901de09f9cf3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"I3D"}. This record does not assert independent reproduction. ### Yu et al. AUC: 0.8328. Result ID: 698eaab8ffc3901de09f9cf2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"C3D"}. This record does not assert independent reproduction. ### CLAWS AUC: 0.8303. Result ID: 698eaab8ffc3901de09f9cf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"C3D"}. This record does not assert independent reproduction. ### DAM AUC: 0.8267. Result ID: 698eaab8ffc3901de09f9cef. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"I3D"}. This record does not assert independent reproduction. ### CLAWS AUC: 0.8261. Result ID: 698eaab8ffc3901de09f9cf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"ResNext"}. This record does not assert independent reproduction. ### Wu et al. AUC: 0.8244. Result ID: 698eaab8ffc3901de09f9cee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"I3D"}. This record does not assert independent reproduction. ### GCN AUC: 0.8212. Result ID: 698eaab8ffc3901de09f9ced. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"TS-RGB"}. This record does not assert independent reproduction. ### GCN AUC: 0.8108. Result ID: 698eaab8ffc3901de09f9cec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"C3D"}. This record does not assert independent reproduction. ### Proposed GCL\_WS AUC: 0.7984. Result ID: 698eaab8ffc3901de09f9cf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"ResNext"}. This record does not assert independent reproduction. ### SRF AUC: 0.7954. Result ID: 698eaab8ffc3901de09f9cea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"C3D"}. This record does not assert independent reproduction. ### Zhu et al. AUC: 0.79. Result ID: 698eaab8ffc3901de09f9ce8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"C3D"}. This record does not assert independent reproduction. ### Zhang et al. AUC: 0.7866. Result ID: 698eaab8ffc3901de09f9ce7. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"C3D"}. This record does not assert independent reproduction. ### Noise Cleaner AUC: 0.7827. Result ID: 698eaab8ffc3901de09f9ce9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"C3D"}. This record does not assert independent reproduction. ### BN-SVP AUC: 0.7653. Result ID: 698ec35bffc3901de0a0e753. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sultani et al. AUC: 0.7541. Result ID: 698eaab8ffc3901de09f9ce6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"C3D"}. This record does not assert independent reproduction. ### Proposed GCL\_OCC AUC: 0.742. Result ID: 698eaab8ffc3901de09f9ce5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"One Class Classification","Features":"ResNext"}. This record does not assert independent reproduction. ### DUAD AUC: 0.729. Result ID: 698eaab8ffc3901de09f9ceb. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Weak Supervision","Features":"C3D"}. This record does not assert independent reproduction. ### Proposed GCL\_PT AUC: 0.7104. Result ID: 698eaab8ffc3901de09f9cfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Features":"ResNext"}. This record does not assert independent reproduction. ### Li & Vasconcelos AUC: 0.7096. Result ID: 698ec35bffc3901de0a0e750. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"C3D"}. This record does not assert independent reproduction. ### Proposed GCL\_PT AUC: 0.7074. Result ID: 698eaab8ffc3901de09f9cf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Features":"C3D"}. This record does not assert independent reproduction. ### GODS AUC: 0.7046. Result ID: 698eaab8ffc3901de09f9ce4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"One Class Classification","Features":"I3D"}. This record does not assert independent reproduction. ### OGNet AUC: 0.6947. Result ID: 698eaab8ffc3901de09f9ce3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"One Class Classification","Features":"ResNext"}. This record does not assert independent reproduction. ### BODS AUC: 0.6826. Result ID: 698eaab8ffc3901de09f9ce2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"One Class Classification","Features":"I3D"}. This record does not assert independent reproduction. ### Proposed GCL\_B AUC: 0.6817. Result ID: 698eaab8ffc3901de09f9cf8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Features":"ResNext"}. This record does not assert independent reproduction. ### Ilse et al. AUC: 0.6685. Result ID: 698ec35bffc3901de0a0e751. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"C3D"}. This record does not assert independent reproduction. ### Lu et al. AUC: 0.6551. Result ID: 698eaab8ffc3901de09f9ce1. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"One Class Classification"}. This record does not assert independent reproduction. ### Lu et al. AUC: 0.5867. Result ID: 698ec35bffc3901de0a0e74f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"C3D"}. This record does not assert independent reproduction. ### Sohrab et al. AUC: 0.585. Result ID: 698eaab8ffc3901de09f9ce0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"One Class Classification"}. This record does not assert independent reproduction. ### MMIL AUC: 0.5708. Result ID: 698ec35bffc3901de0a0e752. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AE\_AllData AUC: 0.5632. Result ID: 698eaab8ffc3901de09f9cf7. [Reporting paper]() Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Features":"ResNext"}. This record does not assert independent reproduction. ### kim et al. AUC: 0.52. Result ID: 698eaab8ffc3901de09f9cf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision Type":"Unsupervised","Features":"ResNext"}. This record does not assert independent reproduction. ### Hasan et al. AUC: 0.506. Result ID: 698eaab8ffc3901de09f9cdf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"One Class Classification"}. This record does not assert independent reproduction. ### SVM AUC: 0.5. Result ID: 698eaab8ffc3901de09f9cde. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision Type":"One Class Classification"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.