# Video Summarization on TV Episodes 16 (test)

Source: [Video Summarization on TV Episodes 16 (test)](<https://www.sota2.com/research/sota/video-summarization-on-tv-episodes-16-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:42:39.644Z

Evaluation of video summarization performance on the test split of the TV Episodes 16 dataset, measured using F-Measure and Recall.

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) | TV Episodes 16 (test) |
| Metric | F-Measure |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [F-Measure](<https://www.sota2.com/research/sota/video-summarization-on-tv-episodes-16-test.md?metric=F-Measure>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/video-summarization-on-tv-episodes-16-test.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F-Measure | Result date | Report paper |
| --- | --- | --- | --- |
| CLIP-It | 55.34 | Not recorded | 68fa6b5f1e209131cea2dc9f |
| CLIP-It | 53.42 | Not recorded | 68fa6b5f1e209131cea2dc9f |
| CLIP Image + Transformer | 47.82 | Not recorded | 68fa6b5f1e209131cea2dc9f |
| CLIP Image + Transformer | 45.77 | Not recorded | 68fa6b5f1e209131cea2dc9f |
| Submod-V+Sem. Rep. | 40.9 | Not recorded | 68fa6b5f1e209131cea2dc9f |

### CLIP-It

F-Measure: 55.34. Result ID: 698e81d2ffc3901de09e2ebf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc9f.md>)

[Implementation](<https://medhini.github.io/clip_it>)

Recorded evaluation configuration: {"Learning Protocol":"Supervised","Features":"CLIP Image","Captions":"GT Video Caption","Architecture":"Transformer"}. This record does not assert independent reproduction.

### CLIP-It

F-Measure: 53.42. Result ID: 698e81d2ffc3901de09e2ec1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc9f.md>)

[Implementation](<https://medhini.github.io/clip_it>)

Recorded evaluation configuration: {"Learning Protocol":"Unsupervised","Features":"CLIP Image","Captions":"GT Video Caption","Architecture":"Transformer"}. This record does not assert independent reproduction.

### CLIP Image + Transformer

F-Measure: 47.82. Result ID: 698e81d2ffc3901de09e2ebe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc9f.md>)

Recorded evaluation configuration: {"Learning Protocol":"Supervised","Features":"CLIP Image","Architecture":"Transformer"}. This record does not assert independent reproduction.

### CLIP Image + Transformer

F-Measure: 45.77. Result ID: 698e81d2ffc3901de09e2ec0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc9f.md>)

Recorded evaluation configuration: {"Learning Protocol":"Unsupervised","Features":"CLIP Image","Architecture":"Transformer"}. This record does not assert independent reproduction.

### Submod-V+Sem. Rep.

F-Measure: 40.9. Result ID: 698e81d2ffc3901de09e2ebd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5f1e209131cea2dc9f.md>)

Recorded evaluation configuration: {"Learning Protocol":"Supervised"}. This record does not assert independent reproduction.

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