# Image-to-Video Generation on MC-Bench (val)

Source: [Image-to-Video Generation on MC-Bench (val)](<https://www.sota2.com/research/sota/image-to-video-generation-on-mc-bench-val>)

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

Data updated: 2026-02-26T05:49:46.934Z

Evaluation of Image-to-Video generation models on the validation split of MC-Bench, focusing on metrics related to image fidelity (MD-Img), video fidelity (MD-Vid), and frame consistency.

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 Generation |
| Dataset (including any stated split) | MC-Bench (val) |
| Metric | MD-Img Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [MD-Img Score](<https://www.sota2.com/research/sota/image-to-video-generation-on-mc-bench-val.md?metric=MD-Img%20Score>): Higher is better; unit: SCALAR.

- [MD-Vid Score](<https://www.sota2.com/research/sota/image-to-video-generation-on-mc-bench-val.md?metric=MD-Vid%20Score>): Higher is better; unit: SCALAR.

- [Frame Consistency](<https://www.sota2.com/research/sota/image-to-video-generation-on-mc-bench-val.md?metric=Frame%20Consistency>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MD-Img Score | Result date | Report paper |
| --- | --- | --- | --- |
| DragDiffusion | 14.7 | Not recorded | 68fa78da1e209131cea7aced |
| MOFA-Video | 13.94 | Not recorded | 68fa78da1e209131cea7aced |
| MotionPro | 10.56 | Not recorded | 68fa78da1e209131cea7aced |

### DragDiffusion

MD-Img Score: 14.7. Result ID: 6995a7073badfaffe6a4ce8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78da1e209131cea7aced.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d61e209131cea58d48.md>)

[Implementation](<https://github.com/Yujun-Shi/DragDiffusion111>)

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

### MOFA-Video

MD-Img Score: 13.94. Result ID: 6995a7073badfaffe6a4ce8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78da1e209131cea7aced.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74131e209131cea5fab4.md>)

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

### MotionPro

MD-Img Score: 10.56. Result ID: 6995a7073badfaffe6a4ce8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78da1e209131cea7aced.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78da1e209131cea7aced.md>)

[Implementation](<https://zhw-zhang.github.io/MotionPro-page/>)

Recorded evaluation configuration: {"base architecture":"SVD","resolution":"320x512"}. This record does not assert independent reproduction.

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