# Single Video Moment Retrieval on TVR (val) Source: [Single Video Moment Retrieval on TVR (val)]() Collection index: [llms.txt]() Data updated: 2026-02-27T06:29:53.061Z Evaluation of Single Video Moment Retrieval performance on the validation split of the TVR dataset, measured using R@K metrics conditioned on specific IoU thresholds (0.5 and 0.7). 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 | Single Video Moment Retrieval | | Dataset (including any stated split) | TVR (val) | | Metric | Recall@1 (IoU=0.5) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Recall@1 (IoU=0.5)](): Higher is better; unit: PERCENT. - [Recall@5 (IoU=0.5)](): Higher is better; unit: PERCENT. - [Recall@1 (IoU=0.7)](): Higher is better; unit: PERCENT. - [Recall@5 (IoU=0.7)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@1 (IoU=0.5) | Result date | Report paper | | --- | --- | --- | --- | | XML | 31.43 | Not recorded | 68fa68281e209131cea1a5d3 | | ExCL | 31.34 | Not recorded | 68fa68281e209131cea1a5d3 | | ExCL | 31.31 | Not recorded | 68fa68281e209131cea1a5d3 | | XML | 30.75 | Not recorded | 68fa68281e209131cea1a5d3 | | CAL | 17.61 | Not recorded | 68fa68281e209131cea1a5d3 | | MCN | 16.86 | Not recorded | 68fa68281e209131cea1a5d3 | | MCN | 13.08 | Not recorded | 68fa68281e209131cea1a5d3 | | CAL | 12.07 | Not recorded | 68fa68281e209131cea1a5d3 | | TEF-only | 9.63 | Not recorded | 68fa68281e209131cea1a5d3 | | Moment Frequency | 7.72 | Not recorded | 68fa68281e209131cea1a5d3 | | Chance | 3.24 | Not recorded | 68fa68281e209131cea1a5d3 | ### XML Recall@1 (IoU=0.5): 31.43. Result ID: 69a139c835dfcabb00e59e0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"w/ video":"true","w/ sub.":"true","use TEF":"true"}. This record does not assert independent reproduction. ### ExCL Recall@1 (IoU=0.5): 31.34. Result ID: 69a139c835dfcabb00e59e07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"w/ video":"true","w/ sub.":"true"}. This record does not assert independent reproduction. ### ExCL Recall@1 (IoU=0.5): 31.31. Result ID: 69a139c835dfcabb00e59e08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"w/ video":"true","w/ sub.":"true","use TEF":"true"}. This record does not assert independent reproduction. ### XML Recall@1 (IoU=0.5): 30.75. Result ID: 69a139c835dfcabb00e59e09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"w/ video":"true","w/ sub.":"true"}. This record does not assert independent reproduction. ### CAL Recall@1 (IoU=0.5): 17.61. Result ID: 69a139c835dfcabb00e59e06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"w/ video":"true","w/ sub.":"true","use TEF":"true"}. This record does not assert independent reproduction. ### MCN Recall@1 (IoU=0.5): 16.86. Result ID: 69a139c835dfcabb00e59e04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"w/ video":"true","w/ sub.":"true","use TEF":"true"}. This record does not assert independent reproduction. ### MCN Recall@1 (IoU=0.5): 13.08. Result ID: 69a139c835dfcabb00e59e03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"w/ video":"true","w/ sub.":"true"}. This record does not assert independent reproduction. ### CAL Recall@1 (IoU=0.5): 12.07. Result ID: 69a139c835dfcabb00e59e05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"w/ video":"true","w/ sub.":"true"}. This record does not assert independent reproduction. ### TEF-only Recall@1 (IoU=0.5): 9.63. Result ID: 69a139c835dfcabb00e59e02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"w/ video":"false","w/ sub.":"false"}. This record does not assert independent reproduction. ### Moment Frequency Recall@1 (IoU=0.5): 7.72. Result ID: 69a139c835dfcabb00e59e01. [Reporting paper]() Recorded evaluation configuration: {"w/ video":"false","w/ sub.":"false"}. This record does not assert independent reproduction. ### Chance Recall@1 (IoU=0.5): 3.24. Result ID: 69a139c835dfcabb00e59e00. [Reporting paper]() Recorded evaluation configuration: {"w/ video":"false","w/ sub.":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.