# Video Summarization on SumMe (5FCV) Source: [Video Summarization on SumMe (5FCV)]() Collection index: [llms.txt]() Data updated: 2026-05-12T12:21:55.855Z Evaluation of video summarization performance on the SumMe dataset using the 5-Fold Cross-Validation (5FCV) configuration, reporting correlation metrics. 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 Summarization | | Dataset (including any stated split) | SumMe (5FCV) | | Metric | Kendall's Tau | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Kendall's Tau](): Higher is better; unit: SCALAR. - [Spearman's Rho](): Higher is better; unit: SCALAR. ## Recorded results | Method | Kendall's Tau | Result date | Report paper | | --- | --- | --- | --- | | SummDiff | 0.256 | Not recorded | 6a02b46cdbc836b87d824b61 | | VASTSum | 0.253 | Not recorded | 6a02b46cdbc836b87d824b61 | | CSTA | 0.246 | Not recorded | 6a02b46cdbc836b87d824b61 | | Human | 0.205 | Not recorded | 6a02b46cdbc836b87d824b61 | | SSPVS | 0.192 | Not recorded | 6a02b46cdbc836b87d824b61 | | VASNet | 0.16 | Not recorded | 6a02b46cdbc836b87d824b61 | | A2Summ | 0.108 | Not recorded | 6a02b46cdbc836b87d824b61 | | AC-SUM-GAN | 0.102 | Not recorded | 6a02b46cdbc836b87d824b61 | | iPTNet | 0.101 | Not recorded | 6a02b46cdbc836b87d824b61 | | DMASum | 0.063 | Not recorded | 6a02b46cdbc836b87d824b61 | | DSNet-AB | 0.051 | Not recorded | 6a02b46cdbc836b87d824b61 | | SUM-GAN | 0.049 | Not recorded | 6a02b46cdbc836b87d824b61 | | DSNet-AF | 0.037 | Not recorded | 6a02b46cdbc836b87d824b61 | | Random | 0 | Not recorded | 6a02b46cdbc836b87d824b61 | ### SummDiff Kendall's Tau: 0.256. Result ID: 6a031b4747f34ce924e73c44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. ### VASTSum Kendall's Tau: 0.253. Result ID: 6a031b4747f34ce924e73c45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. ### CSTA Kendall's Tau: 0.246. Result ID: 6a031b4747f34ce924e73c43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. ### Human Kendall's Tau: 0.205. Result ID: 6a031b4747f34ce924e73c39. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. ### SSPVS Kendall's Tau: 0.192. Result ID: 6a031b4747f34ce924e73c42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. ### VASNet Kendall's Tau: 0.16. Result ID: 6a031b4747f34ce924e73c40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. ### A2Summ Kendall's Tau: 0.108. Result ID: 6a031b4747f34ce924e73c3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. ### AC-SUM-GAN Kendall's Tau: 0.102. Result ID: 6a031b4747f34ce924e73c3d. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. ### iPTNet Kendall's Tau: 0.101. Result ID: 6a031b4747f34ce924e73c3e. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. ### DMASum Kendall's Tau: 0.063. Result ID: 6a031b4747f34ce924e73c41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. ### DSNet-AB Kendall's Tau: 0.051. Result ID: 6a031b4747f34ce924e73c3b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. ### SUM-GAN Kendall's Tau: 0.049. Result ID: 6a031b4747f34ce924e73c3c. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. ### DSNet-AF Kendall's Tau: 0.037. Result ID: 6a031b4747f34ce924e73c3a. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. ### Random Kendall's Tau: 0. Result ID: 6a031b4747f34ce924e73c38. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"5FCV","Summary Budget":"15%","Scoring":"shot-level","Optimization":"0/1 knapsack"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.