# Query-focused Video Summarization on QFVS Source: [Query-focused Video Summarization on QFVS]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:08:16.268Z Evaluation of query-focused video summarization performance on the QFVS dataset, using metrics specific to individual video results and their average. 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 | Query-focused Video Summarization | | Dataset (including any stated split) | QFVS | | Metric | Video Score 1 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Video Score 1](): Higher is better; unit: SCALAR. - [Video Score 2](): Higher is better; unit: SCALAR. - [Video Score 3](): Higher is better; unit: SCALAR. - [Video Score 4](): Higher is better; unit: SCALAR. - [Average Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Video Score 1 | Result date | Report paper | | --- | --- | --- | --- | | CLIP-It | 57.13 | Not recorded | 68fa6b5f1e209131cea2dc9f | | CLIP-It | 57.13 | Not recorded | 68fa79561e209131cea7d268 | | ResNet + Query + Transformer | 55.19 | Not recorded | 68fa6b5f1e209131cea2dc9f | | CLIP-It | 55.19 | Not recorded | 68fa79561e209131cea7d268 | | CLIP-Image + Query + bi-LSTM | 54.47 | Not recorded | 68fa6b5f1e209131cea2dc9f | | Prompts-to-Summaries | 53.57 | Not recorded | 68fa79561e209131cea7d268 | | Prompts-to-Summaries | 51.47 | Not recorded | 68fa79561e209131cea7d268 | | IntentVizor | 51.27 | Not recorded | 68fa79561e209131cea7d268 | | QFVS | 48.68 | Not recorded | 68fa6b5f1e209131cea2dc9f | | QFVS | 48.68 | Not recorded | 68fa79561e209131cea7d268 | | Prompts-to-Summaries | 48.66 | Not recorded | 68fa79561e209131cea7d268 | | QSAN | 48.52 | Not recorded | 68fa79561e209131cea7d268 | | SeqDPP | 36.59 | Not recorded | 68fa6b5f1e209131cea2dc9f | | SeqDPP | 36.59 | Not recorded | 68fa79561e209131cea7d268 | | SH-DPP | 35.67 | Not recorded | 68fa6b5f1e209131cea2dc9f | | SH-DPP | 35.67 | Not recorded | 68fa79561e209131cea7d268 | ### CLIP-It Video Score 1: 57.13. Result ID: 698e81d2ffc3901de09e2e43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-Image","Query":"true","Architecture":"Transformer"}. This record does not assert independent reproduction. ### CLIP-It Video Score 1: 57.13. Result ID: 699a8b905698665ec415c09b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Property":"Supervised","Requires training data":true,"Backbone":"CLIP-Image"}. This record does not assert independent reproduction. ### ResNet + Query + Transformer Video Score 1: 55.19. Result ID: 698e81d2ffc3901de09e2e42. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet","Query":"true","Architecture":"Transformer"}. This record does not assert independent reproduction. ### CLIP-It Video Score 1: 55.19. Result ID: 699a8b905698665ec415c09a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Property":"Supervised","Requires training data":true,"Backbone":"ResNet"}. This record does not assert independent reproduction. ### CLIP-Image + Query + bi-LSTM Video Score 1: 54.47. Result ID: 698e81d2ffc3901de09e2e41. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP-Image","Query":"true","Architecture":"bi-LSTM"}. This record does not assert independent reproduction. ### Prompts-to-Summaries Video Score 1: 53.57. Result ID: 699a8b905698665ec415c09e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Property":"Zero-Shot","Requires training data":false,"Normalization":"(MinMax + Exp) norm"}. This record does not assert independent reproduction. ### Prompts-to-Summaries Video Score 1: 51.47. Result ID: 699a8b905698665ec415c09c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Property":"Zero-Shot","Requires training data":false,"Normalization":"MinMax norm"}. This record does not assert independent reproduction. ### IntentVizor Video Score 1: 51.27. Result ID: 699a8b905698665ec415c099. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Property":"Supervised","Requires training data":true}. This record does not assert independent reproduction. ### QFVS Video Score 1: 48.68. Result ID: 698e81d2ffc3901de09e2e40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### QFVS Video Score 1: 48.68. Result ID: 699a8b905698665ec415c097. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Property":"Supervised","Requires training data":true}. This record does not assert independent reproduction. ### Prompts-to-Summaries Video Score 1: 48.66. Result ID: 699a8b905698665ec415c09d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Property":"Zero-Shot","Requires training data":false,"Normalization":"Exp norm"}. This record does not assert independent reproduction. ### QSAN Video Score 1: 48.52. Result ID: 699a8b905698665ec415c098. [Reporting paper]() Recorded evaluation configuration: {"Property":"Supervised","Requires training data":true}. This record does not assert independent reproduction. ### SeqDPP Video Score 1: 36.59. Result ID: 698e81d2ffc3901de09e2e3e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SeqDPP Video Score 1: 36.59. Result ID: 699a8b905698665ec415c095. [Reporting paper]() Recorded evaluation configuration: {"Property":"Supervised","Requires training data":true}. This record does not assert independent reproduction. ### SH-DPP Video Score 1: 35.67. Result ID: 698e81d2ffc3901de09e2e3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SH-DPP Video Score 1: 35.67. Result ID: 699a8b905698665ec415c096. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Property":"Supervised","Requires training data":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.