# Video Temporal Grounding on Charades-TimeLens refined (test)

Source: [Video Temporal Grounding on Charades-TimeLens refined (test)](<https://www.sota2.com/research/sota/video-temporal-grounding-on-charades-timelens-refined-test>)

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

Data updated: 2026-02-26T05:59:38.113Z

Evaluation of Video Temporal Grounding performance on the refined test split of the Charades-TimeLens dataset, measured using R1@X metrics (IoU thresholds 0.3, 0.5, 0.7) and 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) | Charades-TimeLens refined (test) |
| Metric | R@1 (IoU=0.3) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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/video-temporal-grounding-on-charades-timelens-refined-test.md?metric=R%401%20(IoU%3D0.3)>): Higher is better; unit: PERCENT.

- [R@1 (IoU=0.5)](<https://www.sota2.com/research/sota/video-temporal-grounding-on-charades-timelens-refined-test.md?metric=R%401%20(IoU%3D0.5)>): Higher is better; unit: PERCENT.

- [R@1 (IoU=0.7)](<https://www.sota2.com/research/sota/video-temporal-grounding-on-charades-timelens-refined-test.md?metric=R%401%20(IoU%3D0.7)>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | R@1 (IoU=0.3) | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini-1.5-Pro | 0.741 | Not recorded | 69423932456146936285078f |
| TimeLens-7B | 0.705 | Not recorded | 69423932456146936285078f |
| Gemini-1.5-Flash | 0.687 | Not recorded | 69423932456146936285078f |
| Gemini-1.0-Pro | 0.664 | Not recorded | 69423932456146936285078f |
| GPT-4o | 0.606 | Not recorded | 69423932456146936285078f |
| VideoChat-Flash-7B | 0.602 | Not recorded | 69423932456146936285078f |
| Qwen2.5-VL-7B | 0.597 | Not recorded | 69423932456146936285078f |
| GPT-4V | 0.593 | Not recorded | 69423932456146936285078f |
| TimeChat-7B | 0.579 | Not recorded | 69423932456146936285078f |
| MiMo-VL-7B | 0.579 | Not recorded | 69423932456146936285078f |
| VideoChat2-7B | 0.519 | Not recorded | 69423932456146936285078f |

### Gemini-1.5-Pro

R@1 (IoU=0.3): 0.741. Result ID: 69983b415698665ec49740db.

[Reporting paper](<https://www.sota2.com/research/paper/69423932456146936285078f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

Recorded evaluation configuration: {"Model Category":"Proprietary"}. This record does not assert independent reproduction.

### TimeLens-7B

R@1 (IoU=0.3): 0.705. Result ID: 69983b415698665ec49740e1.

[Reporting paper](<https://www.sota2.com/research/paper/69423932456146936285078f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69423932456146936285078f.md>)

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

Recorded evaluation configuration: {"Model Category":"Open-Source"}. This record does not assert independent reproduction.

### Gemini-1.5-Flash

R@1 (IoU=0.3): 0.687. Result ID: 69983b415698665ec49740da.

[Reporting paper](<https://www.sota2.com/research/paper/69423932456146936285078f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

Recorded evaluation configuration: {"Model Category":"Proprietary"}. This record does not assert independent reproduction.

### Gemini-1.0-Pro

R@1 (IoU=0.3): 0.664. Result ID: 69983b415698665ec49740d9.

[Reporting paper](<https://www.sota2.com/research/paper/69423932456146936285078f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

Recorded evaluation configuration: {"Model Category":"Proprietary"}. This record does not assert independent reproduction.

### GPT-4o

R@1 (IoU=0.3): 0.606. Result ID: 69983b415698665ec49740d7.

[Reporting paper](<https://www.sota2.com/research/paper/69423932456146936285078f.md>)

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

Recorded evaluation configuration: {"Model Category":"Proprietary"}. This record does not assert independent reproduction.

### VideoChat-Flash-7B

R@1 (IoU=0.3): 0.602. Result ID: 69983b415698665ec49740dc.

[Reporting paper](<https://www.sota2.com/research/paper/69423932456146936285078f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79fd1e209131cea807ed.md>)

Recorded evaluation configuration: {"Model Category":"Open-Source"}. This record does not assert independent reproduction.

### Qwen2.5-VL-7B

R@1 (IoU=0.3): 0.597. Result ID: 69983b415698665ec49740e0.

[Reporting paper](<https://www.sota2.com/research/paper/69423932456146936285078f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Model Category":"Open-Source","Status":"Baseline"}. This record does not assert independent reproduction.

### GPT-4V

R@1 (IoU=0.3): 0.593. Result ID: 69983b415698665ec49740d8.

[Reporting paper](<https://www.sota2.com/research/paper/69423932456146936285078f.md>)

Recorded evaluation configuration: {"Model Category":"Proprietary"}. This record does not assert independent reproduction.

### TimeChat-7B

R@1 (IoU=0.3): 0.579. Result ID: 69983b415698665ec49740de.

[Reporting paper](<https://www.sota2.com/research/paper/69423932456146936285078f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b81e209131cea7f1a6.md>)

Recorded evaluation configuration: {"Model Category":"Open-Source"}. This record does not assert independent reproduction.

### MiMo-VL-7B

R@1 (IoU=0.3): 0.579. Result ID: 69983b415698665ec49740df.

[Reporting paper](<https://www.sota2.com/research/paper/69423932456146936285078f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79121e209131cea7bfbd.md>)

Recorded evaluation configuration: {"Model Category":"Open-Source"}. This record does not assert independent reproduction.

### VideoChat2-7B

R@1 (IoU=0.3): 0.519. Result ID: 69983b415698665ec49740dd.

[Reporting paper](<https://www.sota2.com/research/paper/69423932456146936285078f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba11e209131cea89767.md>)

Recorded evaluation configuration: {"Model Category":"Open-Source"}. This record does not assert independent reproduction.

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