# Multimodal Violence Detection on NTU-CCTV (test) Source: [Multimodal Violence Detection on NTU-CCTV (test)]() Collection index: [llms.txt]() Data updated: 2026-04-07T07:45:54.006Z Evaluation of Multimodal Violence Detection performance on the test split of the NTU-CCTV dataset, using Accuracy and various F1 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 | Multimodal Violence Detection | | Dataset (including any stated split) | NTU-CCTV (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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. - [F1 (Violence)](): Higher is better; unit: PERCENT. - [F1 (Non-Violence)](): Higher is better; unit: PERCENT. - [Macro F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CoLoRSMamba | 88.63 | Not recorded | 69d48f997d0172140ec74358 | | LAVISH | 86.44 | Not recorded | 69d48f997d0172140ec74358 | | MBT | 85.26 | Not recorded | 69d48f997d0172140ec74358 | | CAV-MAE Sync | 84.92 | Not recorded | 69d48f997d0172140ec74358 | | DBVideoMamba | 83.99 | Not recorded | 69d48f997d0172140ec74358 | | TIM | 83.07 | Not recorded | 69d48f997d0172140ec74358 | | VideoMamba-M | 82.22 | Not recorded | 69d48f997d0172140ec74358 | | CUE-Net | 82.06 | Not recorded | 69d48f997d0172140ec74358 | | VideoMambaPro-M | 80.96 | Not recorded | 69d48f997d0172140ec74358 | | UniFormer-V2 | 80.37 | Not recorded | 69d48f997d0172140ec74358 | | SlowFast-AV | 79.11 | Not recorded | 69d48f997d0172140ec74358 | | VideoSwin-B | 78.77 | Not recorded | 69d48f997d0172140ec74358 | | DepMamba | 78.18 | Not recorded | 69d48f997d0172140ec74358 | | SlowFast | 76.41 | Not recorded | 69d48f997d0172140ec74358 | | AudioMamba | 72.79 | Not recorded | 69d48f997d0172140ec74358 | | AST | 71.02 | Not recorded | 69d48f997d0172140ec74358 | | Resnet-50 | 69.17 | Not recorded | 69d48f997d0172140ec74358 | ### CoLoRSMamba Accuracy: 88.63. Result ID: 69d4b5e547f34ce924bc3c19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SSM","Modality":"audio-video"}. This record does not assert independent reproduction. ### LAVISH Accuracy: 86.44. Result ID: 69d4b5e547f34ce924bc3c16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Transformer","Modality":"audio-video"}. This record does not assert independent reproduction. ### MBT Accuracy: 85.26. Result ID: 69d4b5e547f34ce924bc3c15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Transformer","Modality":"audio-video"}. This record does not assert independent reproduction. ### CAV-MAE Sync Accuracy: 84.92. Result ID: 69d4b5e547f34ce924bc3c17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Transformer","Modality":"audio-video"}. This record does not assert independent reproduction. ### DBVideoMamba Accuracy: 83.99. Result ID: 69d4b5e547f34ce924bc3c12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SSM","Modality":"video-only"}. This record does not assert independent reproduction. ### TIM Accuracy: 83.07. Result ID: 69d4b5e547f34ce924bc3c14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Transformer","Modality":"audio-video"}. This record does not assert independent reproduction. ### VideoMamba-M Accuracy: 82.22. Result ID: 69d4b5e547f34ce924bc3c10. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"SSM","Modality":"video-only"}. This record does not assert independent reproduction. ### CUE-Net Accuracy: 82.06. Result ID: 69d4b5e547f34ce924bc3c0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CNN+Transformer","Modality":"video-only"}. This record does not assert independent reproduction. ### VideoMambaPro-M Accuracy: 80.96. Result ID: 69d4b5e547f34ce924bc3c11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SSM","Modality":"video-only"}. This record does not assert independent reproduction. ### UniFormer-V2 Accuracy: 80.37. Result ID: 69d4b5e547f34ce924bc3c0e. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"CNN+Transformer","Modality":"video-only"}. This record does not assert independent reproduction. ### SlowFast-AV Accuracy: 79.11. Result ID: 69d4b5e547f34ce924bc3c13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CNN","Modality":"audio-video"}. This record does not assert independent reproduction. ### VideoSwin-B Accuracy: 78.77. Result ID: 69d4b5e547f34ce924bc3c0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Transformer","Modality":"video-only"}. This record does not assert independent reproduction. ### DepMamba Accuracy: 78.18. Result ID: 69d4b5e547f34ce924bc3c18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SSM","Modality":"audio-video"}. This record does not assert independent reproduction. ### SlowFast Accuracy: 76.41. Result ID: 69d4b5e547f34ce924bc3c0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"CNN","Modality":"video-only"}. This record does not assert independent reproduction. ### AudioMamba Accuracy: 72.79. Result ID: 69d4b5e547f34ce924bc3c0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SSM","Modality":"audio-only"}. This record does not assert independent reproduction. ### AST Accuracy: 71.02. Result ID: 69d4b5e547f34ce924bc3c0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Transformer","Modality":"audio-only"}. This record does not assert independent reproduction. ### Resnet-50 Accuracy: 69.17. Result ID: 69d4b5e547f34ce924bc3c09. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"CNN","Modality":"audio-only"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.