# Video Summarization on TVSum single ground truth (test) Source: [Video Summarization on TVSum single ground truth (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:29.970Z Evaluation of video summarization performance on the test split of the TVSum dataset utilizing the single ground truth configuration, typically measured using 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) | TVSum single ground truth (test) | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | Semantic-Guided Unsupervised Video Summarization | 70.1 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | SUM-GAN-GEA | 68.2 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | DMFF | 65.3 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | SUM-GAN-sl | 65.3 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | AC-SUM-GAN | 64.8 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | SUM-GAN-AAE | 63.9 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | AALVS | 63.6 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | M-AVS | 61 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | A-AVS | 59.4 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | DTR-GAN | 59.1 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | SASUM | 58.2 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | Cycle-SUMsup | 58.1 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | Cycle-SUMdpp | 57.9 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | Cycle-sum | 57.6 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | SUM-GANsup | 56.3 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | SUM-GANdpp | 51.7 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | | SUM-GAN | 50.8 | Not recorded | 6971af0ce25ad2fa9d1ed9e9 | ### Semantic-Guided Unsupervised Video Summarization F1 Score: 70.1. Result ID: 6996256e5698665ec4663281. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### SUM-GAN-GEA F1 Score: 68.2. Result ID: 6996256e5698665ec466327a. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### DMFF F1 Score: 65.3. Result ID: 6996256e5698665ec4663276. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### SUM-GAN-sl F1 Score: 65.3. Result ID: 6996256e5698665ec4663278. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### AC-SUM-GAN F1 Score: 64.8. Result ID: 6996256e5698665ec466327b. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### SUM-GAN-AAE F1 Score: 63.9. Result ID: 6996256e5698665ec4663279. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### AALVS F1 Score: 63.6. Result ID: 6996256e5698665ec4663275. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction. ### M-AVS F1 Score: 61. Result ID: 6996256e5698665ec4663274. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction. ### A-AVS F1 Score: 59.4. Result ID: 6996256e5698665ec4663273. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction. ### DTR-GAN F1 Score: 59.1. Result ID: 6996256e5698665ec4663272. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction. ### SASUM F1 Score: 58.2. Result ID: 6996256e5698665ec4663271. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction. ### Cycle-SUMsup F1 Score: 58.1. Result ID: 6996256e5698665ec4663280. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### Cycle-SUMdpp F1 Score: 57.9. Result ID: 6996256e5698665ec466327f. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### Cycle-sum F1 Score: 57.6. Result ID: 6996256e5698665ec4663277. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### SUM-GANsup F1 Score: 56.3. Result ID: 6996256e5698665ec466327e. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### SUM-GANdpp F1 Score: 51.7. Result ID: 6996256e5698665ec466327d. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### SUM-GAN F1 Score: 50.8. Result ID: 6996256e5698665ec466327c. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.