# Video Temporal Grounding on ActivityNet g43\_s12 (test)

Source: [Video Temporal Grounding on ActivityNet g43\_s12 (test)](<https://www.sota2.com/research/sota/video-temporal-grounding-on-activitynet-g43_s12-test>)

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

Data updated: 2026-03-10T08:20:54.007Z

Evaluation of Video Temporal Grounding performance on the specific ActivityNet subset g43\_s12 (test split), measured using Recall thresholds (R@0.3, R@0.5, R@0.7) and mean IoU (mIoU).

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 Temporal Grounding |
| Dataset (including any stated split) | ActivityNet g43\_s12 (test) |
| Metric | Recall@0.5 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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@0.5](<https://www.sota2.com/research/sota/video-temporal-grounding-on-activitynet-g43_s12-test.md?metric=Recall%400.5>): Higher is better; unit: PERCENT.

- [Recall@0.3](<https://www.sota2.com/research/sota/video-temporal-grounding-on-activitynet-g43_s12-test.md?metric=Recall%400.3>): Higher is better; unit: PERCENT.

- [Recall@0.7](<https://www.sota2.com/research/sota/video-temporal-grounding-on-activitynet-g43_s12-test.md?metric=Recall%400.7>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/video-temporal-grounding-on-activitynet-g43_s12-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@0.5 | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen2-VL-7B + T2SGrid-FT | 48.4 | Not recorded | 69afa5642d603e6de3e43841 |
| TRACE | 37.7 | Not recorded | 69afa5642d603e6de3e43841 |
| NumPro | 37.5 | Not recorded | 69afa5642d603e6de3e43841 |
| GPT-4o + T2SGrid | 32.1 | Not recorded | 69afa5642d603e6de3e43841 |
| HawkEye | 29.3 | Not recorded | 69afa5642d603e6de3e43841 |
| VTimeLLM | 27.8 | Not recorded | 69afa5642d603e6de3e43841 |
| Qwen2-VL-7B + T2SGrid | 27.2 | Not recorded | 69afa5642d603e6de3e43841 |
| Qwen3-VL-8B + T2SGrid | 26.8 | Not recorded | 69afa5642d603e6de3e43841 |
| Momentor | 26.6 | Not recorded | 69afa5642d603e6de3e43841 |
| Qwen3-VL-8B | 26.2 | Not recorded | 69afa5642d603e6de3e43841 |
| LITA | 25.9 | Not recorded | 69afa5642d603e6de3e43841 |
| GPT-4o | 21.2 | Not recorded | 69afa5642d603e6de3e43841 |
| LLaVA-OneVision-1.5-8B + T2SGrid | 17.4 | Not recorded | 69afa5642d603e6de3e43841 |
| TimeChat | 16.9 | Not recorded | 69afa5642d603e6de3e43841 |
| Qwen2-VL-7B | 9.4 | Not recorded | 69afa5642d603e6de3e43841 |
| LLaVA-OneVision-1.5-8B | 4.9 | Not recorded | 69afa5642d603e6de3e43841 |

### Qwen2-VL-7B + T2SGrid-FT

Recall@0.5: 48.4. Result ID: 69afd4636dbb7075b9581dd2.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

Recorded evaluation configuration: {"Model Category":"General Vision-LLMs","Framework":"T2SGrid-FT"}. This record does not assert independent reproduction.

### TRACE

Recall@0.5: 37.7. Result ID: 69afd4636dbb7075b9581dc8.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773f1e209131cea71f6d.md>)

Recorded evaluation configuration: {"Model Category":"VTG-Tuned Vision-LLMs"}. This record does not assert independent reproduction.

### NumPro

Recall@0.5: 37.5. Result ID: 69afd4636dbb7075b9581dc9.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77911e209131cea73f6e.md>)

[Implementation](<https://github.com/yongliang-wu/NumPro>)

Recorded evaluation configuration: {"Model Category":"VTG-Tuned Vision-LLMs"}. This record does not assert independent reproduction.

### GPT-4o + T2SGrid

Recall@0.5: 32.1. Result ID: 69afd4636dbb7075b9581dcb.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

Recorded evaluation configuration: {"Model Category":"General Vision-LLMs","Framework":"T2SGrid"}. This record does not assert independent reproduction.

### HawkEye

Recall@0.5: 29.3. Result ID: 69afd4636dbb7075b9581dc7.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d03.md>)

[Implementation](<https://github.com/yellow-binary-tree/HawkEye>)

Recorded evaluation configuration: {"Model Category":"VTG-Tuned Vision-LLMs"}. This record does not assert independent reproduction.

### VTimeLLM

Recall@0.5: 27.8. Result ID: 69afd4636dbb7075b9581dc5.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa715b1e209131cea50d56.md>)

[Implementation](<https://github.com/huangb23/VTimeLLM>)

Recorded evaluation configuration: {"Model Category":"VTG-Tuned Vision-LLMs"}. This record does not assert independent reproduction.

### Qwen2-VL-7B + T2SGrid

Recall@0.5: 27.2. Result ID: 69afd4636dbb7075b9581dd1.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

Recorded evaluation configuration: {"Model Category":"General Vision-LLMs","Framework":"T2SGrid"}. This record does not assert independent reproduction.

### Qwen3-VL-8B + T2SGrid

Recall@0.5: 26.8. Result ID: 69afd4636dbb7075b9581dcd.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

Recorded evaluation configuration: {"Model Category":"General Vision-LLMs","Framework":"T2SGrid"}. This record does not assert independent reproduction.

### Momentor

Recall@0.5: 26.6. Result ID: 69afd4636dbb7075b9581dc6.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73661e209131cea5c35b.md>)

Recorded evaluation configuration: {"Model Category":"VTG-Tuned Vision-LLMs"}. This record does not assert independent reproduction.

### Qwen3-VL-8B

Recall@0.5: 26.2. Result ID: 69afd4636dbb7075b9581dcc.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

Recorded evaluation configuration: {"Model Category":"General Vision-LLMs"}. This record does not assert independent reproduction.

### LITA

Recall@0.5: 25.9. Result ID: 69afd4636dbb7075b9581dc3.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57cb4.md>)

[Implementation](<https://github.com/NVlabs/LITA>)

Recorded evaluation configuration: {"Model Category":"VTG-Tuned Vision-LLMs"}. This record does not assert independent reproduction.

### GPT-4o

Recall@0.5: 21.2. Result ID: 69afd4636dbb7075b9581dca.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: {"Model Category":"General Vision-LLMs"}. This record does not assert independent reproduction.

### LLaVA-OneVision-1.5-8B + T2SGrid

Recall@0.5: 17.4. Result ID: 69afd4636dbb7075b9581dcf.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

Recorded evaluation configuration: {"Model Category":"General Vision-LLMs","Framework":"T2SGrid"}. This record does not assert independent reproduction.

### TimeChat

Recall@0.5: 16.9. Result ID: 69afd4636dbb7075b9581dc4.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c30.md>)

[Implementation](<https://github.com/RenShuhuai-Andy/TimeChat>)

Recorded evaluation configuration: {"Model Category":"VTG-Tuned Vision-LLMs"}. This record does not assert independent reproduction.

### Qwen2-VL-7B

Recall@0.5: 9.4. Result ID: 69afd4636dbb7075b9581dd0.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

Recorded evaluation configuration: {"Model Category":"General Vision-LLMs"}. This record does not assert independent reproduction.

### LLaVA-OneVision-1.5-8B

Recall@0.5: 4.9. Result ID: 69afd4636dbb7075b9581dce.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5642d603e6de3e43841.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e58.md>)

[Implementation](<https://llava-vl.github.io/blog/llava-onevision>)

Recorded evaluation configuration: {"Model Category":"General Vision-LLMs"}. This record does not assert independent reproduction.

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