# Video Summarization on UT Egocentric

Source: [Video Summarization on UT Egocentric](<https://www.sota2.com/research/sota/video-summarization-on-ut-egocentric>)

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

Data updated: 2026-02-26T05:42:39.625Z

Evaluation of video summarization performance on the UT Egocentric dataset, typically 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) | UT Egocentric |
| Metric | F-Measure |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-ut-egocentric.md?metric=F-Measure>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | F-Measure | Result date | Report paper |
| --- | --- | --- | --- |
| CLIP-It | 52.1 | Not recorded | 68fa6b5f1e209131cea2dc9f |
| CLIP-It | 49.98 | Not recorded | 68fa6b5f1e209131cea2dc9f |
| CLIP-It | 44.7 | Not recorded | 68fa6b5f1e209131cea2dc9f |
| CLIP-It | 42.1 | Not recorded | 68fa6b5f1e209131cea2dc9f |
| CLIP Image + Transformer | 41.58 | Not recorded | 68fa6b5f1e209131cea2dc9f |
| CLIP Image + Transformer | 39.22 | Not recorded | 68fa6b5f1e209131cea2dc9f |
| Submod-V+Both et al. | 34.15 | Not recorded | 68fa6b5f1e209131cea2dc9f |

### CLIP-It

F-Measure: 52.1. Result ID: 698e81d2ffc3901de09e2eb9.

[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: {"Supervision":"Supervised","Caption":"GT Video Caption","Components":"CLIP Image + Transformer"}. This record does not assert independent reproduction.

### CLIP-It

F-Measure: 49.98. Result ID: 698e81d2ffc3901de09e2ebc.

[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: {"Supervision":"Unsupervised","Caption":"GT Video Caption","Components":"CLIP Image + Transformer"}. This record does not assert independent reproduction.

### CLIP-It

F-Measure: 44.7. Result ID: 698e81d2ffc3901de09e2eb8.

[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: {"Supervision":"Supervised","Caption":"Generated Video Caption","Components":"CLIP Image + Transformer"}. This record does not assert independent reproduction.

### CLIP-It

F-Measure: 42.1. Result ID: 698e81d2ffc3901de09e2ebb.

[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: {"Supervision":"Unsupervised","Caption":"Gen. Video Caption","Components":"CLIP Image + Transformer"}. This record does not assert independent reproduction.

### CLIP Image + Transformer

F-Measure: 41.58. Result ID: 698e81d2ffc3901de09e2eb7.

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

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

### CLIP Image + Transformer

F-Measure: 39.22. Result ID: 698e81d2ffc3901de09e2eba.

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

Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction.

### Submod-V+Both et al.

F-Measure: 34.15. Result ID: 698e81d2ffc3901de09e2eb6.

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

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

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