# Detour window localization on Detours (test)

Source: [Detour window localization on Detours (test)](<https://www.sota2.com/research/sota/detour-window-localization-on-detours-test>)

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

Data updated: 2026-02-26T05:59:37.940Z

Evaluation of Detour window localization performance on the test split of the Detours dataset, measured using R@1 metrics at various IoU thresholds.

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 | Detour window localization |
| Dataset (including any stated split) | Detours (test) |
| Metric | R@1 (IoU 0.3) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [R@1 (IoU 0.3)](<https://www.sota2.com/research/sota/detour-window-localization-on-detours-test.md?metric=R%401%20(IoU%200.3)>): Higher is better; unit: PERCENT.

- [R@1 (IoU 0.5)](<https://www.sota2.com/research/sota/detour-window-localization-on-detours-test.md?metric=R%401%20(IoU%200.5)>): Higher is better; unit: PERCENT.

- [R@1 (IoU 0.7)](<https://www.sota2.com/research/sota/detour-window-localization-on-detours-test.md?metric=R%401%20(IoU%200.7)>): Higher is better; unit: PERCENT.

- [Mean R@1](<https://www.sota2.com/research/sota/detour-window-localization-on-detours-test.md?metric=Mean%20R%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 (IoU 0.3) | Result date | Report paper |
| --- | --- | --- | --- |
| VidDetours | 16.7 | Not recorded | 68fa73121e209131cea5a46f |
| VidDetours | 13.4 | Not recorded | 68fa73121e209131cea5a46f |
| Multi-modal LLM | 12.7 | Not recorded | 68fa73121e209131cea5a46f |
| STALE | 12.1 | Not recorded | 68fa73121e209131cea5a46f |
| UMT | 12 | Not recorded | 68fa73121e209131cea5a46f |
| VSLNet | 11.8 | Not recorded | 68fa73121e209131cea5a46f |
| Distant Supervision | 10.6 | Not recorded | 68fa73121e209131cea5a46f |
| 2D-TAN | 10.3 | Not recorded | 68fa73121e209131cea5a46f |
| Text-only | 5.2 | Not recorded | 68fa73121e209131cea5a46f |

### VidDetours

R@1 (IoU 0.3): 16.7. Result ID: 6992a9d43a6c3148491088f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a46f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VidDetours

R@1 (IoU 0.3): 13.4. Result ID: 6992a9d43a6c3148491088f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a46f.md>)

Recorded evaluation configuration: {"parser":true}. This record does not assert independent reproduction.

### Multi-modal LLM

R@1 (IoU 0.3): 12.7. Result ID: 6992a9d43a6c3148491088f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed31e209131cea42700.md>)

[Implementation](<https://antoyang.github.io/vid2seq.html>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### STALE

R@1 (IoU 0.3): 12.1. Result ID: 6992a9d43a6c3148491088f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfe1e209131cea372cb.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UMT

R@1 (IoU 0.3): 12. Result ID: 6992a9d43a6c3148491088f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea323b7.md>)

[Implementation](<https://github.com/TencentARC/UMT>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VSLNet

R@1 (IoU 0.3): 11.8. Result ID: 6992a9d43a6c3148491088f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67bb1e209131cea182ae.md>)

[Implementation](<https://github.com/IsaacChanghau/VSLNet>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Distant Supervision

R@1 (IoU 0.3): 10.6. Result ID: 6992a9d43a6c3148491088f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cda1e209131cea36445.md>)

[Implementation](<https://github.com/facebookresearch/video-distant-supervision>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### 2D-TAN

R@1 (IoU 0.3): 10.3. Result ID: 6992a9d43a6c3148491088f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a46f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68fd1e209131cea1f971.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Text-only

R@1 (IoU 0.3): 5.2. Result ID: 6992a9d43a6c3148491088ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a46f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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