# Highlight Detection on SVHighlights

Source: [Highlight Detection on SVHighlights](<https://www.sota2.com/research/sota/highlight-detection-on-svhighlights>)

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

Data updated: 2026-06-08T07:03:14.122Z

Evaluation of Highlight Detection performance on the SVHighlights dataset, measured using metrics including mAP, HIT@1, HIT@K, IoU, and Window F1.

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 | Highlight Detection |
| Dataset (including any stated split) | SVHighlights |
| Metric | mAP |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/highlight-detection-on-svhighlights.md?metric=mAP>): Higher is better; unit: SCALAR.

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

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

- [IoU](<https://www.sota2.com/research/sota/highlight-detection-on-svhighlights.md?metric=IoU>): Higher is better; unit: SCALAR.

- [Window F1](<https://www.sota2.com/research/sota/highlight-detection-on-svhighlights.md?metric=Window%20F1>): Higher is better; unit: SCALAR.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| TRACE | 23.14 | Not recorded | 6a264c9990966ade919beaa9 |
| TF-SELECTOR | 12.81 | Not recorded | 6a264c9990966ade919beaa9 |
| TR-DETR | 12.29 | Not recorded | 6a264c9990966ade919beaa9 |
| UMT | 10.97 | Not recorded | 6a264c9990966ade919beaa9 |

### TRACE

mAP: 23.14. Result ID: 6a26692efbc373592c22a886.

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

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

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

### TF-SELECTOR

mAP: 12.81. Result ID: 6a26692efbc373592c22a887.

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

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

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

### TR-DETR

mAP: 12.29. Result ID: 6a26692efbc373592c22a885.

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

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

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

### UMT

mAP: 10.97. Result ID: 6a26692efbc373592c22a884.

[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: Not recorded. This record does not assert independent reproduction.

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