# Video Detection on FIVR-200K (CSVD)

Source: [Video Detection on FIVR-200K (CSVD)](<https://www.sota2.com/research/sota/video-detection-on-fivr-200k-csvd>)

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

Data updated: 2026-02-26T06:11:22.119Z

Evaluation of Video Detection performance on the FIVR-200K (CSVD) dataset/format, measured using uAP.

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 Detection |
| Dataset (including any stated split) | FIVR-200K (CSVD) |
| Metric | uAP |
| 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

- [uAP](<https://www.sota2.com/research/sota/video-detection-on-fivr-200k-csvd.md?metric=uAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | uAP | Result date | Report paper |
| --- | --- | --- | --- |
| S2VS | 80.2 | Not recorded | 68fa6fcc1e209131cea4779e |
| S2VS | 76.9 | Not recorded | 68fa6fcc1e209131cea4779e |
| DnS | 69.5 | Not recorded | 68fa6fcc1e209131cea4779e |
| ViSiL | 69 | Not recorded | 68fa6fcc1e209131cea4779e |
| ViSiLf | 59.5 | Not recorded | 68fa6fcc1e209131cea4779e |
| LAMV | 50 | Not recorded | 68fa6fcc1e209131cea4779e |
| DML | 30 | Not recorded | 68fa6fcc1e209131cea4779e |

### S2VS

uAP: 80.2. Result ID: 6990fec03a6c31484904e166.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fcc1e209131cea4779e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fcc1e209131cea4779e.md>)

[Implementation](<https://github.com/gkordo/s2vs>)

Recorded evaluation configuration: {"Lab.":"X","Trainset":"DnS-100K"}. This record does not assert independent reproduction.

### S2VS

uAP: 76.9. Result ID: 6990fec03a6c31484904e165.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fcc1e209131cea4779e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fcc1e209131cea4779e.md>)

[Implementation](<https://github.com/gkordo/s2vs>)

Recorded evaluation configuration: {"Lab.":"X","Trainset":"VCDB (D)"}. This record does not assert independent reproduction.

### DnS

uAP: 69.5. Result ID: 6990fec03a6c31484904e164.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fcc1e209131cea4779e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d341e209131cea385f3.md>)

[Implementation](<https://github.com/mever-team/distill-and-select>)

Recorded evaluation configuration: {"Lab.":"✓","Trainset":"DnS-100K"}. This record does not assert independent reproduction.

### ViSiL

uAP: 69. Result ID: 6990fec03a6c31484904e163.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fcc1e209131cea4779e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66371e209131cea0edba.md>)

[Implementation](<https://github.com/MKLab-ITI/visil>)

Recorded evaluation configuration: {"Lab.":"✓","Trainset":"VCDB (C+D)"}. This record does not assert independent reproduction.

### ViSiLf

uAP: 59.5. Result ID: 6990fec03a6c31484904e162.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fcc1e209131cea4779e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66371e209131cea0edba.md>)

[Implementation](<https://github.com/MKLab-ITI/visil>)

Recorded evaluation configuration: {"Lab.":"X","Trainset":null}. This record does not assert independent reproduction.

### LAMV

uAP: 50. Result ID: 6990fec03a6c31484904e161.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fcc1e209131cea4779e.md>)

Recorded evaluation configuration: {"Lab.":"X","Trainset":"YFCC100M"}. This record does not assert independent reproduction.

### DML

uAP: 30. Result ID: 6990fec03a6c31484904e160.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fcc1e209131cea4779e.md>)

Recorded evaluation configuration: {"Lab.":"✓","Trainset":"VCDB (C+D)"}. This record does not assert independent reproduction.

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