# Fine-grained Motion Control on MC-Bench

Source: [Fine-grained Motion Control on MC-Bench](<https://www.sota2.com/research/sota/fine-grained-motion-control-on-mc-bench>)

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

Data updated: 2026-02-26T05:52:57.489Z

Evaluation of fine-grained motion control capabilities using the MC-Bench dataset, assessed via metrics such as Motion Quality, Temporal Coherence, and Trajectory Alignment.

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 | Fine-grained Motion Control |
| Dataset (including any stated split) | MC-Bench |
| Metric | Motion Quality |
| 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

- [Motion Quality](<https://www.sota2.com/research/sota/fine-grained-motion-control-on-mc-bench.md?metric=Motion%20Quality>): Higher is better; unit: SCALAR.

- [Temporal Coherence](<https://www.sota2.com/research/sota/fine-grained-motion-control-on-mc-bench.md?metric=Temporal%20Coherence>): Higher is better; unit: SCALAR.

- [Trajectory Alignment](<https://www.sota2.com/research/sota/fine-grained-motion-control-on-mc-bench.md?metric=Trajectory%20Alignment>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Motion Quality | Result date | Report paper |
| --- | --- | --- | --- |
| MotionPro | 75 | Not recorded | 68fa78da1e209131cea7aced |
| MOFA-Video | 21.88 | Not recorded | 68fa78da1e209131cea7aced |
| DragDiffusion | 3.12 | Not recorded | 68fa78da1e209131cea7aced |

### MotionPro

Motion Quality: 75. Result ID: 6995a7073badfaffe6a4ce92.

[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: {"Control Granularity":"Fine-grained"}. This record does not assert independent reproduction.

### MOFA-Video

Motion Quality: 21.88. Result ID: 6995a7073badfaffe6a4ce91.

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

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

Recorded evaluation configuration: {"Control Granularity":"Fine-grained"}. This record does not assert independent reproduction.

### DragDiffusion

Motion Quality: 3.12. Result ID: 6995a7073badfaffe6a4ce90.

[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: {"Control Granularity":"Fine-grained"}. This record does not assert independent reproduction.

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