# Video Generation on EntityBench Intra-shot 1.0

Source: [Video Generation on EntityBench Intra-shot 1.0](<https://www.sota2.com/research/sota/video-generation-on-entitybench-intra-shot-1-0>)

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

Data updated: 2026-05-15T10:07:25.321Z

Evaluation of video generation models on the EntityBench Intra-shot 1.0 dataset, focusing on detailed fidelity metrics including character presence, object fidelity, location accuracy, and action execution.

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 Generation |
| Dataset (including any stated split) | EntityBench Intra-shot 1.0 |
| Metric | Imaging Quality |
| 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

- [Imaging Quality](<https://www.sota2.com/research/sota/video-generation-on-entitybench-intra-shot-1-0.md?metric=Imaging%20Quality>): Higher is better; unit: PERCENT.

- [Aesthetic Quality](<https://www.sota2.com/research/sota/video-generation-on-entitybench-intra-shot-1-0.md?metric=Aesthetic%20Quality>): Higher is better; unit: PERCENT.

- [Motion Smoothness](<https://www.sota2.com/research/sota/video-generation-on-entitybench-intra-shot-1-0.md?metric=Motion%20Smoothness>): Higher is better; unit: PERCENT.

- [Character Presence](<https://www.sota2.com/research/sota/video-generation-on-entitybench-intra-shot-1-0.md?metric=Character%20Presence>): Higher is better; unit: PERCENT.

- [Object Presence](<https://www.sota2.com/research/sota/video-generation-on-entitybench-intra-shot-1-0.md?metric=Object%20Presence>): Higher is better; unit: PERCENT.

- [Location Presence](<https://www.sota2.com/research/sota/video-generation-on-entitybench-intra-shot-1-0.md?metric=Location%20Presence>): Higher is better; unit: PERCENT.

- [Face Fidelity](<https://www.sota2.com/research/sota/video-generation-on-entitybench-intra-shot-1-0.md?metric=Face%20Fidelity>): Higher is better; unit: PERCENT.

- [Object Fidelity](<https://www.sota2.com/research/sota/video-generation-on-entitybench-intra-shot-1-0.md?metric=Object%20Fidelity>): Higher is better; unit: PERCENT.

- [Location Fidelity](<https://www.sota2.com/research/sota/video-generation-on-entitybench-intra-shot-1-0.md?metric=Location%20Fidelity>): Higher is better; unit: PERCENT.

- [Action Overall](<https://www.sota2.com/research/sota/video-generation-on-entitybench-intra-shot-1-0.md?metric=Action%20Overall>): Higher is better; unit: PERCENT.

- [Action Subject](<https://www.sota2.com/research/sota/video-generation-on-entitybench-intra-shot-1-0.md?metric=Action%20Subject>): Higher is better; unit: PERCENT.

- [Action Interaction](<https://www.sota2.com/research/sota/video-generation-on-entitybench-intra-shot-1-0.md?metric=Action%20Interaction>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Imaging Quality | Result date | Report paper |
| --- | --- | --- | --- |
| CineTrans | 68.57 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |
| EntityMem | 66 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |
| StoryMem | 56.41 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |
| HoloCine | 49.97 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |

### CineTrans

Imaging Quality: 68.57. Result ID: 6a06f01b47f34ce924ef283f.

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

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

Recorded evaluation configuration: {"Paradigm":"holistic"}. This record does not assert independent reproduction.

### EntityMem

Imaging Quality: 66. Result ID: 6a06f01b47f34ce924ef283c.

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

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

Recorded evaluation configuration: {"Paradigm":"two-stage keyframe-then-animate"}. This record does not assert independent reproduction.

### StoryMem

Imaging Quality: 56.41. Result ID: 6a06f01b47f34ce924ef283d.

[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: {"Paradigm":"two-stage keyframe-then-animate"}. This record does not assert independent reproduction.

### HoloCine

Imaging Quality: 49.97. Result ID: 6a06f01b47f34ce924ef283e.

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

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

Recorded evaluation configuration: {"Paradigm":"holistic"}. This record does not assert independent reproduction.

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