# Video Summarization on QFVS (Vid 1-4) Source: [Video Summarization on QFVS (Vid 1-4)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:52.370Z Evaluation of video summarization performance on the QFVS dataset, reporting F1 scores segmented across videos 1 through 4, and the average F1 score. 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) | QFVS (Vid 1-4) | | Metric | F1 (Vid 1) | | 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 - [F1 (Vid 1)](): Higher is better; unit: PERCENT. - [F1 (Vid 2)](): Higher is better; unit: PERCENT. - [F1 (Vid 3)](): Higher is better; unit: PERCENT. - [F1 (Vid 4)](): Higher is better; unit: PERCENT. - [F1 (Avg)](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 (Vid 1) | Result date | Report paper | | --- | --- | --- | --- | | CLIP-It | 84.98 | Not recorded | 68fa6b5f1e209131cea2dc9f | | CLIP-It | 74.13 | Not recorded | 68fa6b5f1e209131cea2dc9f | | CLIP-It | 73.9 | Not recorded | 68fa6b5f1e209131cea2dc9f | | CLIP-Image + Transformer | 70.8 | Not recorded | 68fa6b5f1e209131cea2dc9f | | CLIP-It | 67.02 | Not recorded | 68fa6b5f1e209131cea2dc9f | | ResNet + Transformer | 66.97 | Not recorded | 68fa6b5f1e209131cea2dc9f | | CLIP-Image + Transformer | 65.44 | Not recorded | 68fa6b5f1e209131cea2dc9f | | CLIP-Image + bi-LSTM | 65.43 | Not recorded | 68fa6b5f1e209131cea2dc9f | | QFVS | 62.66 | Not recorded | 68fa6b5f1e209131cea2dc9f | | Quasi | 53.06 | Not recorded | 68fa6b5f1e209131cea2dc9f | | SubMod | 49.51 | Not recorded | 68fa6b5f1e209131cea2dc9f | ### CLIP-It F1 (Vid 1): 84.98. Result ID: 698e81d2ffc3901de09e2e4a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised","Caption Source":"Ground Truth"}. This record does not assert independent reproduction. ### CLIP-It F1 (Vid 1): 74.13. Result ID: 698e81d2ffc3901de09e2e49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised","Caption Source":"Generated"}. This record does not assert independent reproduction. ### CLIP-It F1 (Vid 1): 73.9. Result ID: 698e81d2ffc3901de09e2e4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Unsupervised","Caption Source":"Ground Truth"}. This record does not assert independent reproduction. ### CLIP-Image + Transformer F1 (Vid 1): 70.8. Result ID: 698e81d2ffc3901de09e2e48. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction. ### CLIP-It F1 (Vid 1): 67.02. Result ID: 698e81d2ffc3901de09e2e4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Unsupervised","Caption Source":"Generated"}. This record does not assert independent reproduction. ### ResNet + Transformer F1 (Vid 1): 66.97. Result ID: 698e81d2ffc3901de09e2e47. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction. ### CLIP-Image + Transformer F1 (Vid 1): 65.44. Result ID: 698e81d2ffc3901de09e2e4c. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### CLIP-Image + bi-LSTM F1 (Vid 1): 65.43. Result ID: 698e81d2ffc3901de09e2e46. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction. ### QFVS F1 (Vid 1): 62.66. Result ID: 698e81d2ffc3901de09e2e45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction. ### Quasi F1 (Vid 1): 53.06. Result ID: 698e81d2ffc3901de09e2e4b. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### SubMod F1 (Vid 1): 49.51. Result ID: 698e81d2ffc3901de09e2e44. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.