# Dense Video Object Captioning on BenSMOT (val)

Source: [Dense Video Object Captioning on BenSMOT (val)](<https://www.sota2.com/research/sota/dense-video-object-captioning-on-bensmot-val>)

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

Data updated: 2026-06-01T09:17:55.177Z

Evaluation of Dense Video Object Captioning performance on the validation split of the BenSMOT dataset, utilizing metrics such as DetA, AssA, and CIDEr.

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 | Dense Video Object Captioning |
| Dataset (including any stated split) | BenSMOT (val) |
| Metric | DetA |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [DetA](<https://www.sota2.com/research/sota/dense-video-object-captioning-on-bensmot-val.md?metric=DetA>): Higher is better; unit: PERCENT.

- [AssA](<https://www.sota2.com/research/sota/dense-video-object-captioning-on-bensmot-val.md?metric=AssA>): Higher is better; unit: PERCENT.

- [CIDEr](<https://www.sota2.com/research/sota/dense-video-object-captioning-on-bensmot-val.md?metric=CIDEr>): Higher is better; unit: SCALAR.

## Recorded results

| Method | DetA | Result date | Report paper |
| --- | --- | --- | --- |
| CaptionFormer | 91.6 | Not recorded | 68fa7c2a1e209131cea8ccaa |
| CaptionFormer | 91.6 | Not recorded | 68fa7c2a1e209131cea8ccaa |
| DVOC-DS | 90.8 | Not recorded | 68fa7c2a1e209131cea8ccaa |
| SMOTer | 80.8 | Not recorded | 68fa7c2a1e209131cea8ccaa |

### CaptionFormer

DetA: 91.6. Result ID: 6a1d4e29fbc373592c16c759.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccaa.md>)

Recorded evaluation configuration: {"finetuned on":"BenSMOT","temporal aggregation":"false"}. This record does not assert independent reproduction.

### CaptionFormer

DetA: 91.6. Result ID: 6a1d4e29fbc373592c16c75a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccaa.md>)

Recorded evaluation configuration: {"finetuned on":"BenSMOT","temporal aggregation":"true"}. This record does not assert independent reproduction.

### DVOC-DS

DetA: 90.8. Result ID: 6a1d4e29fbc373592c16c758.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75311e209131cea664d4.md>)

Recorded evaluation configuration: {"finetuned on":"BenSMOT"}. This record does not assert independent reproduction.

### SMOTer

DetA: 80.8. Result ID: 6a1d4e29fbc373592c16c757.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74441e209131cea60a56.md>)

Recorded evaluation configuration: {"finetuned on":"BenSMOT"}. This record does not assert independent reproduction.

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