# Intra-shot quality evaluation on EntityBench

Source: [Intra-shot quality evaluation on EntityBench](<https://www.sota2.com/research/sota/intra-shot-quality-evaluation-on-entitybench>)

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

Data updated: 2026-05-15T10:07:25.411Z

Evaluation of video generation quality focusing on intra-shot consistency, temporal dynamics, and aesthetic fidelity metrics using the EntityBench dataset.

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 | Intra-shot quality evaluation |
| Dataset (including any stated split) | EntityBench |
| Metric | Subject Consistency |
| Unit | PERCENT |
| 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

- [Subject Consistency](<https://www.sota2.com/research/sota/intra-shot-quality-evaluation-on-entitybench.md?metric=Subject%20Consistency>): Higher is better; unit: PERCENT.

- [Temporal Flickering](<https://www.sota2.com/research/sota/intra-shot-quality-evaluation-on-entitybench.md?metric=Temporal%20Flickering>): Higher is better; unit: PERCENT.

- [Motion Smoothness](<https://www.sota2.com/research/sota/intra-shot-quality-evaluation-on-entitybench.md?metric=Motion%20Smoothness>): Higher is better; unit: PERCENT.

- [Dynamic Degree](<https://www.sota2.com/research/sota/intra-shot-quality-evaluation-on-entitybench.md?metric=Dynamic%20Degree>): Higher is better; unit: PERCENT.

- [Aesthetic Quality](<https://www.sota2.com/research/sota/intra-shot-quality-evaluation-on-entitybench.md?metric=Aesthetic%20Quality>): Higher is better; unit: PERCENT.

- [Imaging Quality](<https://www.sota2.com/research/sota/intra-shot-quality-evaluation-on-entitybench.md?metric=Imaging%20Quality>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Subject Consistency | Result date | Report paper |
| --- | --- | --- | --- |
| CineTrans | 96.8 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |
| EntityMem | 88.1 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |
| HoloCine | 86 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |
| StoryMem | 75.9 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |

### CineTrans

Subject Consistency: 96.8. Result ID: 6a06f01b47f34ce924ef284b.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8ccdbc836b87d82a3a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab41e209131cea84b40.md>)

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

### EntityMem

Subject Consistency: 88.1. Result ID: 6a06f01b47f34ce924ef2848.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8ccdbc836b87d82a3a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a06a8ccdbc836b87d82a3a2.md>)

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

### HoloCine

Subject Consistency: 86. Result ID: 6a06f01b47f34ce924ef284a.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8ccdbc836b87d82a3a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fc597a3ef7ccd74e45278b.md>)

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

### StoryMem

Subject Consistency: 75.9. Result ID: 6a06f01b47f34ce924ef2849.

[Reporting paper](<https://www.sota2.com/research/paper/6a06a8ccdbc836b87d82a3a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694a224c9eebe296e72aaac2.md>)

[Implementation](<https://github.com/Kevin-thu/StoryMem>)

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

Page 1 of 1. This is an index page, not the full collection.