# Video Temporal Grounding on SVHighlights (test)

Source: [Video Temporal Grounding on SVHighlights (test)](<https://www.sota2.com/research/sota/video-temporal-grounding-on-svhighlights-test>)

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

Data updated: 2026-06-08T07:03:14.159Z

Evaluation of Video Temporal Grounding performance on the test split of the SVHighlights dataset, measured using mAP, HIT@1, HIT@K, and IoU.

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) | SVHighlights (test) |
| Metric | mAP |
| 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

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

- [HIT@1](<https://www.sota2.com/research/sota/video-temporal-grounding-on-svhighlights-test.md?metric=HIT%401>): Higher is better; unit: PERCENT.

- [HIT@K](<https://www.sota2.com/research/sota/video-temporal-grounding-on-svhighlights-test.md?metric=HIT%40K>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| TRACE | 23.14 | Not recorded | 6a264c9990966ade919beaa9 |
| TF-SELECTOR | 12.81 | Not recorded | 6a264c9990966ade919beaa9 |
| TimeChat | 12.4 | Not recorded | 6a264c9990966ade919beaa9 |
| TR-DETR | 12.29 | Not recorded | 6a264c9990966ade919beaa9 |
| CG-DETR | 11.67 | Not recorded | 6a264c9990966ade919beaa9 |
| VTG-LLM | 11.64 | Not recorded | 6a264c9990966ade919beaa9 |
| UMT | 10.97 | Not recorded | 6a264c9990966ade919beaa9 |
| QD-DETR | 10.87 | Not recorded | 6a264c9990966ade919beaa9 |
| CG-DETR | 10.43 | Not recorded | 6a264c9990966ade919beaa9 |
| UMT | 9.82 | Not recorded | 6a264c9990966ade919beaa9 |
| UniVTG | 9.38 | Not recorded | 6a264c9990966ade919beaa9 |
| Moment-DETR | 9.34 | Not recorded | 6a264c9990966ade919beaa9 |
| Moment-DETR | 9.16 | Not recorded | 6a264c9990966ade919beaa9 |
| SL-Module | 8.82 | Not recorded | 6a264c9990966ade919beaa9 |
| UniVTG | 8.76 | Not recorded | 6a264c9990966ade919beaa9 |
| MH-DETR | 8.49 | Not recorded | 6a264c9990966ade919beaa9 |

### TRACE

mAP: 23.14. Result ID: 6a26692efbc373592c22a896.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

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

Recorded evaluation configuration: {"Input":"V","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Vid-LLMs"}. This record does not assert independent reproduction.

### TF-SELECTOR

mAP: 12.81. Result ID: 6a26692efbc373592c22a897.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

Recorded evaluation configuration: {"Input":"V+A","Scoring":"Segment","Protocol":"Zero-shot","Category":"Training-free Approach"}. This record does not assert independent reproduction.

### TimeChat

mAP: 12.4. Result ID: 6a26692efbc373592c22a895.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

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

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

Recorded evaluation configuration: {"Input":"V","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Vid-LLMs"}. This record does not assert independent reproduction.

### TR-DETR

mAP: 12.29. Result ID: 6a26692efbc373592c22a88d.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71b11e209131cea528c9.md>)

Recorded evaluation configuration: {"Input":"V","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Non-LLMs"}. This record does not assert independent reproduction.

### CG-DETR

mAP: 11.67. Result ID: 6a26692efbc373592c22a892.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74051e209131cea5f4a1.md>)

Recorded evaluation configuration: {"Input":"V","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Non-LLMs with pre-training"}. This record does not assert independent reproduction.

### VTG-LLM

mAP: 11.64. Result ID: 6a26692efbc373592c22a894.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76c61e209131cea6eefa.md>)

Recorded evaluation configuration: {"Input":"V","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Vid-LLMs"}. This record does not assert independent reproduction.

### UMT

mAP: 10.97. Result ID: 6a26692efbc373592c22a889.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

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

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

Recorded evaluation configuration: {"Input":"V+A","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Non-LLMs"}. This record does not assert independent reproduction.

### QD-DETR

mAP: 10.87. Result ID: 6a26692efbc373592c22a88a.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee61e209131cea42bf8.md>)

[Implementation](<https://www.sota2.com/github.com/wjun0830/QD-DETR>)

Recorded evaluation configuration: {"Input":"V","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Non-LLMs"}. This record does not assert independent reproduction.

### CG-DETR

mAP: 10.43. Result ID: 6a26692efbc373592c22a88e.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74051e209131cea5f4a1.md>)

Recorded evaluation configuration: {"Input":"V","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Non-LLMs"}. This record does not assert independent reproduction.

### UMT

mAP: 9.82. Result ID: 6a26692efbc373592c22a890.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

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

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

Recorded evaluation configuration: {"Input":"V+A","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Non-LLMs with pre-training"}. This record does not assert independent reproduction.

### UniVTG

mAP: 9.38. Result ID: 6a26692efbc373592c22a891.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70551e209131cea4a4d8.md>)

Recorded evaluation configuration: {"Input":"V","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Non-LLMs with pre-training"}. This record does not assert independent reproduction.

### Moment-DETR

mAP: 9.34. Result ID: 6a26692efbc373592c22a88f.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b511e209131cea2d9e6.md>)

[Implementation](<https://github.com/jayleicn/moment_detr>)

Recorded evaluation configuration: {"Input":"V","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Non-LLMs with pre-training"}. This record does not assert independent reproduction.

### Moment-DETR

mAP: 9.16. Result ID: 6a26692efbc373592c22a888.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b511e209131cea2d9e6.md>)

[Implementation](<https://github.com/jayleicn/moment_detr>)

Recorded evaluation configuration: {"Input":"V","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Non-LLMs"}. This record does not assert independent reproduction.

### SL-Module

mAP: 8.82. Result ID: 6a26692efbc373592c22a893.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a961e209131cea291fc.md>)

Recorded evaluation configuration: {"Input":"V","Scoring":"Segment","Protocol":"Zero-shot","Category":"Segment-based Non-LLM"}. This record does not assert independent reproduction.

### UniVTG

mAP: 8.76. Result ID: 6a26692efbc373592c22a88c.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70551e209131cea4a4d8.md>)

Recorded evaluation configuration: {"Input":"V","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Non-LLMs"}. This record does not assert independent reproduction.

### MH-DETR

mAP: 8.49. Result ID: 6a26692efbc373592c22a88b.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c9990966ade919beaa9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44582.md>)

Recorded evaluation configuration: {"Input":"V","Scoring":"Clip","Protocol":"Zero-shot","Category":"VTG-tuned Non-LLMs"}. This record does not assert independent reproduction.

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