# Video Evaluation and Diagnosis on General and Robotics Video Evaluation Frameworks

Source: [Video Evaluation and Diagnosis on General and Robotics Video Evaluation Frameworks](<https://www.sota2.com/research/sota/video-evaluation-and-diagnosis-on-general-and-robotics-video-evaluation-frameworks>)

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

Data updated: 2026-06-30T06:21:52.578Z

Evaluation framework assessing video performance, focusing on diagnostic capabilities, localization accuracy, severity assessment, and grounded evidence, specifically tailored for robotics applications and evaluated in a train-free setting.

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 Evaluation and Diagnosis |
| Dataset (including any stated split) | General and Robotics Video Evaluation Frameworks |
| Metric | Temporal Localization |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 0 of 0 |
| 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

- [Temporal Localization](<https://www.sota2.com/research/sota/video-evaluation-and-diagnosis-on-general-and-robotics-video-evaluation-frameworks.md?metric=Temporal%20Localization>): Higher is better; unit: SCALAR.

- [Diagnosis Score](<https://www.sota2.com/research/sota/video-evaluation-and-diagnosis-on-general-and-robotics-video-evaluation-frameworks.md?metric=Diagnosis%20Score>): Higher is better; unit: SCALAR.

- [Severity Assessment Accuracy](<https://www.sota2.com/research/sota/video-evaluation-and-diagnosis-on-general-and-robotics-video-evaluation-frameworks.md?metric=Severity%20Assessment%20Accuracy>): Higher is better; unit: PERCENT.

- [Grounded Evidence Score](<https://www.sota2.com/research/sota/video-evaluation-and-diagnosis-on-general-and-robotics-video-evaluation-frameworks.md?metric=Grounded%20Evidence%20Score>): Higher is better; unit: SCALAR.

- [Robotics Performance Score](<https://www.sota2.com/research/sota/video-evaluation-and-diagnosis-on-general-and-robotics-video-evaluation-frameworks.md?metric=Robotics%20Performance%20Score>): Higher is better; unit: SCALAR.

- [Train-Free Accuracy](<https://www.sota2.com/research/sota/video-evaluation-and-diagnosis-on-general-and-robotics-video-evaluation-frameworks.md?metric=Train-Free%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Temporal Localization | Result date | Report paper |
| --- | --- | --- | --- |

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