# Video Sentence Grounding on ActivityNet Captions

Source: [Video Sentence Grounding on ActivityNet Captions](<https://www.sota2.com/research/sota/video-sentence-grounding-on-activitynet-captions>)

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

Data updated: 2026-05-28T08:21:46.273Z

Evaluation of Video Sentence Grounding performance on the ActivityNet Captions dataset, measured using Recall at K (R@1, R@5) conditioned on Intersection over Union thresholds of 0.3 and 0.5.

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 Sentence Grounding |
| Dataset (including any stated split) | ActivityNet Captions |
| Metric | Recall@1 (IoU=0.5) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 32 of 32 |
| 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

- [Recall@1 (IoU=0.5)](<https://www.sota2.com/research/sota/video-sentence-grounding-on-activitynet-captions.md?metric=Recall%401%20(IoU%3D0.5)>): Higher is better; unit: PERCENT.

- [Recall@1 (IoU=0.3)](<https://www.sota2.com/research/sota/video-sentence-grounding-on-activitynet-captions.md?metric=Recall%401%20(IoU%3D0.3)>): Higher is better; unit: PERCENT.

- [Recall@5 (IoU=0.3)](<https://www.sota2.com/research/sota/video-sentence-grounding-on-activitynet-captions.md?metric=Recall%405%20(IoU%3D0.3)>): Higher is better; unit: PERCENT.

- [Recall@5 (IoU=0.5)](<https://www.sota2.com/research/sota/video-sentence-grounding-on-activitynet-captions.md?metric=Recall%405%20(IoU%3D0.5)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@1 (IoU=0.5) | Result date | Report paper |
| --- | --- | --- | --- |
| BM-DETR + Ours | 54.35 | Not recorded | 6a17cc2fdbd7150506f8143c |
| G2L + Ours | 54.26 | Not recorded | 6a17cc2fdbd7150506f8143c |
| G2L | 51.68 | Not recorded | 6a17cc2fdbd7150506f8143c |
| BM-DETR | 49.62 | Not recorded | 6a17cc2fdbd7150506f8143c |
| MMN + Ours | 49.31 | Not recorded | 6a17cc2fdbd7150506f8143c |
| MMN | 48.59 | Not recorded | 6a17cc2fdbd7150506f8143c |
| BM-DETR + Ours | 47.93 | Not recorded | 6a17cc2fdbd7150506f8143c |
| G2L + Ours | 46.86 | Not recorded | 6a17cc2fdbd7150506f8143c |
| 2D-TAN + Ours | 45.29 | Not recorded | 6a17cc2fdbd7150506f8143c |
| 2D-TAN | 44.51 | Not recorded | 6a17cc2fdbd7150506f8143c |
| MCMT + Ours | 35.12 | Not recorded | 6a17cc2fdbd7150506f8143c |
| CNM + Ours | 34.08 | Not recorded | 6a17cc2fdbd7150506f8143c |
| MCMT | 33.97 | Not recorded | 6a17cc2fdbd7150506f8143c |
| BM-DETR | 33.52 | Not recorded | 6a17cc2fdbd7150506f8143c |
| CNM | 33.33 | Not recorded | 6a17cc2fdbd7150506f8143c |
| VCA + Ours | 33.19 | Not recorded | 6a17cc2fdbd7150506f8143c |
| MMN + Ours | 33.08 | Not recorded | 6a17cc2fdbd7150506f8143c |
| G2L | 33.01 | Not recorded | 6a17cc2fdbd7150506f8143c |
| 2D-TAN + Ours | 32.64 | Not recorded | 6a17cc2fdbd7150506f8143c |
| MCMT + Ours | 32.42 | Not recorded | 6a17cc2fdbd7150506f8143c |
| CNM + Ours | 31.77 | Not recorded | 6a17cc2fdbd7150506f8143c |
| MMN | 31.76 | Not recorded | 6a17cc2fdbd7150506f8143c |
| WSTAN + Ours | 31.56 | Not recorded | 6a17cc2fdbd7150506f8143c |
| VCA | 31 | Not recorded | 6a17cc2fdbd7150506f8143c |
| WSTAN | 30.01 | Not recorded | 6a17cc2fdbd7150506f8143c |
| MCMT | 29.52 | Not recorded | 6a17cc2fdbd7150506f8143c |
| 2D-TAN | 29.38 | Not recorded | 6a17cc2fdbd7150506f8143c |
| CNM | 28.95 | Not recorded | 6a17cc2fdbd7150506f8143c |
| VCA + Ours | 28.56 | Not recorded | 6a17cc2fdbd7150506f8143c |
| WSTAN + Ours | 27.99 | Not recorded | 6a17cc2fdbd7150506f8143c |
| WSTAN | 25.74 | Not recorded | 6a17cc2fdbd7150506f8143c |
| VCA | 25.37 | Not recorded | 6a17cc2fdbd7150506f8143c |

### BM-DETR + Ours

Recall@1 (IoU=0.5): 54.35. Result ID: 6a17fa16fbc373592c11a480.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### G2L + Ours

Recall@1 (IoU=0.5): 54.26. Result ID: 6a17fa16fbc373592c11a47c.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### G2L

Recall@1 (IoU=0.5): 51.68. Result ID: 6a17fa16fbc373592c11a47a.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### BM-DETR

Recall@1 (IoU=0.5): 49.62. Result ID: 6a17fa16fbc373592c11a47e.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### MMN + Ours

Recall@1 (IoU=0.5): 49.31. Result ID: 6a17fa16fbc373592c11a478.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### MMN

Recall@1 (IoU=0.5): 48.59. Result ID: 6a17fa16fbc373592c11a476.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### BM-DETR + Ours

Recall@1 (IoU=0.5): 47.93. Result ID: 6a17fa16fbc373592c11a481.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### G2L + Ours

Recall@1 (IoU=0.5): 46.86. Result ID: 6a17fa16fbc373592c11a47d.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### 2D-TAN + Ours

Recall@1 (IoU=0.5): 45.29. Result ID: 6a17fa16fbc373592c11a474.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### 2D-TAN

Recall@1 (IoU=0.5): 44.51. Result ID: 6a17fa16fbc373592c11a472.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### MCMT + Ours

Recall@1 (IoU=0.5): 35.12. Result ID: 6a17fa16fbc373592c11a490.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### CNM + Ours

Recall@1 (IoU=0.5): 34.08. Result ID: 6a17fa16fbc373592c11a48c.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### MCMT

Recall@1 (IoU=0.5): 33.97. Result ID: 6a17fa16fbc373592c11a48e.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### BM-DETR

Recall@1 (IoU=0.5): 33.52. Result ID: 6a17fa16fbc373592c11a47f.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### CNM

Recall@1 (IoU=0.5): 33.33. Result ID: 6a17fa16fbc373592c11a48a.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### VCA + Ours

Recall@1 (IoU=0.5): 33.19. Result ID: 6a17fa16fbc373592c11a484.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### MMN + Ours

Recall@1 (IoU=0.5): 33.08. Result ID: 6a17fa16fbc373592c11a479.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### G2L

Recall@1 (IoU=0.5): 33.01. Result ID: 6a17fa16fbc373592c11a47b.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### 2D-TAN + Ours

Recall@1 (IoU=0.5): 32.64. Result ID: 6a17fa16fbc373592c11a475.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### MCMT + Ours

Recall@1 (IoU=0.5): 32.42. Result ID: 6a17fa16fbc373592c11a491.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### CNM + Ours

Recall@1 (IoU=0.5): 31.77. Result ID: 6a17fa16fbc373592c11a48d.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### MMN

Recall@1 (IoU=0.5): 31.76. Result ID: 6a17fa16fbc373592c11a477.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### WSTAN + Ours

Recall@1 (IoU=0.5): 31.56. Result ID: 6a17fa16fbc373592c11a488.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### VCA

Recall@1 (IoU=0.5): 31. Result ID: 6a17fa16fbc373592c11a482.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### WSTAN

Recall@1 (IoU=0.5): 30.01. Result ID: 6a17fa16fbc373592c11a486.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"false"}. This record does not assert independent reproduction.

### MCMT

Recall@1 (IoU=0.5): 29.52. Result ID: 6a17fa16fbc373592c11a48f.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### 2D-TAN

Recall@1 (IoU=0.5): 29.38. Result ID: 6a17fa16fbc373592c11a473.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"fully-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### CNM

Recall@1 (IoU=0.5): 28.95. Result ID: 6a17fa16fbc373592c11a48b.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### VCA + Ours

Recall@1 (IoU=0.5): 28.56. Result ID: 6a17fa16fbc373592c11a485.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### WSTAN + Ours

Recall@1 (IoU=0.5): 27.99. Result ID: 6a17fa16fbc373592c11a489.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### WSTAN

Recall@1 (IoU=0.5): 25.74. Result ID: 6a17fa16fbc373592c11a487.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

### VCA

Recall@1 (IoU=0.5): 25.37. Result ID: 6a17fa16fbc373592c11a483.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc2fdbd7150506f8143c.md>)

Recorded evaluation configuration: {"Supervision":"weakly-supervised","Text Augmentation":"true"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
