# Relation Detection on VidVRD v1.0 (test) Source: [Relation Detection on VidVRD v1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:43.430Z Evaluation of Relation Detection performance on the test split of the VidVRD v1.0 dataset, measured using metrics such as R@50, R@100, and mAP. 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 | Relation Detection | | Dataset (including any stated split) | VidVRD v1.0 (test) | | Metric | R@50 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [R@50](): Higher is better; unit: PERCENT. - [mR@50](): Higher is better; unit: PERCENT. - [mR@100](): Higher is better; unit: PERCENT. - [R@100](): Higher is better; unit: PERCENT. - [Mean Score](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | R@50 | Result date | Report paper | | --- | --- | --- | --- | | VidVRD-II + DLL | 14.13 | Not recorded | 68fa6ecf1e209131cea424ea | | VidVRD-II + KDL | 13.82 | Not recorded | 68fa6ecf1e209131cea424ea | | VidVRD-II + PDL | 13.8 | Not recorded | 68fa6ecf1e209131cea424ea | | Social Fabric | 13.73 | Not recorded | 68fa6ecf1e209131cea424ea | | VidVRD-II | 13.63 | Not recorded | 68fa6ecf1e209131cea424ea | | VRD-STGC+MSVGG | 12.62 | Not recorded | 68fa6ecf1e209131cea424ea | | VRD-STGC + PDL | 12.43 | Not recorded | 68fa6ecf1e209131cea424ea | | VRD-STGC + KDL | 12.41 | Not recorded | 68fa6ecf1e209131cea424ea | | VRD-STGC + DLL | 12.41 | Not recorded | 68fa6ecf1e209131cea424ea | | IVRD | 12.4 | Not recorded | 68fa6ecf1e209131cea424ea | | TSPN | 11.56 | Not recorded | 68fa6ecf1e209131cea424ea | | VRD-STGC | 11.21 | Not recorded | 68fa6ecf1e209131cea424ea | | MHA | 9.53 | Not recorded | 68fa6ecf1e209131cea424ea | | TRACE | 9.08 | Not recorded | 68fa6ecf1e209131cea424ea | | VRD-GCN | 8.07 | Not recorded | 68fa6ecf1e209131cea424ea | | GSTEG | 7.05 | Not recorded | 68fa6ecf1e209131cea424ea | | VidVRD | 5.54 | Not recorded | 68fa6ecf1e209131cea424ea | | 3DRN | 5.53 | Not recorded | 68fa6ecf1e209131cea424ea | ### VidVRD-II + DLL R@50: 14.13. Result ID: 6990463c3a6c314849ff633e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VidVRD-II","Module":"Decoupled Label Learning"}. This record does not assert independent reproduction. ### VidVRD-II + KDL R@50: 13.82. Result ID: 6990463c3a6c314849ff633d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VidVRD-II","Module":"Knowledge-level Label Decoupling"}. This record does not assert independent reproduction. ### VidVRD-II + PDL R@50: 13.8. Result ID: 6990463c3a6c314849ff633c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VidVRD-II","Module":"Pattern-level Label Decoupling"}. This record does not assert independent reproduction. ### Social Fabric R@50: 13.73. Result ID: 6990463c3a6c314849ff6334. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VidVRD-II R@50: 13.63. Result ID: 6990463c3a6c314849ff633b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VRD-STGC+MSVGG R@50: 12.62. Result ID: 6990463c3a6c314849ff6336. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VRD-STGC + PDL R@50: 12.43. Result ID: 6990463c3a6c314849ff6338. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VRD-STGC","Module":"Pattern-level Label Decoupling"}. This record does not assert independent reproduction. ### VRD-STGC + KDL R@50: 12.41. Result ID: 6990463c3a6c314849ff6339. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VRD-STGC","Module":"Knowledge-level Label Decoupling"}. This record does not assert independent reproduction. ### VRD-STGC + DLL R@50: 12.41. Result ID: 6990463c3a6c314849ff633a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VRD-STGC","Module":"Decoupled Label Learning"}. This record does not assert independent reproduction. ### IVRD R@50: 12.4. Result ID: 6990463c3a6c314849ff6335. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPN R@50: 11.56. Result ID: 6990463c3a6c314849ff6333. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VRD-STGC R@50: 11.21. Result ID: 6990463c3a6c314849ff6337. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MHA R@50: 9.53. Result ID: 6990463c3a6c314849ff6331. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TRACE R@50: 9.08. Result ID: 6990463c3a6c314849ff6332. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VRD-GCN R@50: 8.07. Result ID: 6990463c3a6c314849ff6330. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GSTEG R@50: 7.05. Result ID: 6990463c3a6c314849ff632e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VidVRD R@50: 5.54. Result ID: 6990463c3a6c314849ff632d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 3DRN R@50: 5.53. Result ID: 6990463c3a6c314849ff632f. [Reporting paper]() 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.