# Image-to-Video on SafeWatch-Bench (test)

Source: [Image-to-Video on SafeWatch-Bench (test)](<https://www.sota2.com/research/sota/image-to-video-on-safewatch-bench-test>)

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

Data updated: 2026-06-17T06:10:58.761Z

Evaluation of Image-to-Video generation models using the SafeWatch-Bench test set, focusing on safety compliance, visual quality (VQ), and motion quality (MQ).

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 | Image-to-Video |
| Dataset (including any stated split) | SafeWatch-Bench (test) |
| Metric | Safety Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Safety Rate](<https://www.sota2.com/research/sota/image-to-video-on-safewatch-bench-test.md?metric=Safety%20Rate>): Higher is better; unit: PERCENT.

- [VQ](<https://www.sota2.com/research/sota/image-to-video-on-safewatch-bench-test.md?metric=VQ>): Higher is better; unit: SCALAR.

- [MQ](<https://www.sota2.com/research/sota/image-to-video-on-safewatch-bench-test.md?metric=MQ>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Safety Rate | Result date | Report paper |
| --- | --- | --- | --- |
| LTX-Video-I2V | 58 | Not recorded | 6a322a2bd33dfb23e783eb9a |
| CogVideoX-5B-I2V | 30 | Not recorded | 6a322a2bd33dfb23e783eb9a |
| Wan2.2-TI2V-5B | 18 | Not recorded | 6a322a2bd33dfb23e783eb9a |
| CogVideoX-5B-I2V | 8 | Not recorded | 6a322a2bd33dfb23e783eb9a |
| LTX-Video-I2V | 6 | Not recorded | 6a322a2bd33dfb23e783eb9a |
| Wan2.2-TI2V-5B | 3 | Not recorded | 6a322a2bd33dfb23e783eb9a |

### LTX-Video-I2V

Safety Rate: 58. Result ID: 6a323845fbc373592c2ee6c6.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a2bd33dfb23e783eb9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a2bd33dfb23e783eb9a.md>)

Recorded evaluation configuration: {"Safety Steering":"REINS"}. This record does not assert independent reproduction.

### CogVideoX-5B-I2V

Safety Rate: 30. Result ID: 6a323845fbc373592c2ee6c4.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a2bd33dfb23e783eb9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a2bd33dfb23e783eb9a.md>)

Recorded evaluation configuration: {"Safety Steering":"REINS"}. This record does not assert independent reproduction.

### Wan2.2-TI2V-5B

Safety Rate: 18. Result ID: 6a323845fbc373592c2ee6c8.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a2bd33dfb23e783eb9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a2bd33dfb23e783eb9a.md>)

Recorded evaluation configuration: {"Safety Steering":"REINS"}. This record does not assert independent reproduction.

### CogVideoX-5B-I2V

Safety Rate: 8. Result ID: 6a323845fbc373592c2ee6c3.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a2bd33dfb23e783eb9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a2bd33dfb23e783eb9a.md>)

Recorded evaluation configuration: {"Safety Steering":"None (Base)"}. This record does not assert independent reproduction.

### LTX-Video-I2V

Safety Rate: 6. Result ID: 6a323845fbc373592c2ee6c5.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a2bd33dfb23e783eb9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a2bd33dfb23e783eb9a.md>)

Recorded evaluation configuration: {"Safety Steering":"None (Base)"}. This record does not assert independent reproduction.

### Wan2.2-TI2V-5B

Safety Rate: 3. Result ID: 6a323845fbc373592c2ee6c7.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a2bd33dfb23e783eb9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a2bd33dfb23e783eb9a.md>)

Recorded evaluation configuration: {"Safety Steering":"None (Base)"}. This record does not assert independent reproduction.

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