# Pillar 3 Cross-shot consistency

Source: [Pillar 3 Cross-shot consistency](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency>)

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

Data updated: 2026-05-15T10:07:25.287Z

Evaluation of cross-shot consistency across face, object, and scene elements, utilizing specific LLM-based and traditional consistency metrics.

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 | Cross-shot consistency |
| Dataset (including any stated split) | Pillar 3 Cross-shot consistency |
| Metric | CS Consistency (Face) |
| 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

- [CS Consistency (Face)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=CS%20Consistency%20(Face)>): Higher is better; unit: PERCENT.

- [CS Consistency (Object)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=CS%20Consistency%20(Object)>): Higher is better; unit: PERCENT.

- [CS Consistency (Boundary)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=CS%20Consistency%20(Boundary)>): Higher is better; unit: PERCENT.

- [LLM Accuracy (Face)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Accuracy%20(Face)>): Higher is better; unit: PERCENT.

- [LLM Mean Score (Face)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Mean%20Score%20(Face)>): Higher is better; unit: PERCENT.

- [LLM Score (Face)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Score%20(Face)>): Higher is better; unit: PERCENT.

- [LLM Score (Hair)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Score%20(Hair)>): Higher is better; unit: PERCENT.

- [LLM Score (Clothing)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Score%20(Clothing)>): Higher is better; unit: PERCENT.

- [LLM Score (Build)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Score%20(Build)>): Higher is better; unit: PERCENT.

- [LLM Accuracy (Object)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Accuracy%20(Object)>): Higher is better; unit: PERCENT.

- [LLM Mean Score (Object)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Mean%20Score%20(Object)>): Higher is better; unit: PERCENT.

- [LLM Score (Shape)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Score%20(Shape)>): Higher is better; unit: PERCENT.

- [LLM Score (Color/Texture)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Score%20(Color%2FTexture)>): Higher is better; unit: PERCENT.

- [LLM Score (Proportions)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Score%20(Proportions)>): Higher is better; unit: PERCENT.

- [LLM Score (Details)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Score%20(Details)>): Higher is better; unit: PERCENT.

- [LLM Accuracy (Scene)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Accuracy%20(Scene)>): Higher is better; unit: PERCENT.

- [LLM Mean Score (Scene)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Mean%20Score%20(Scene)>): Higher is better; unit: PERCENT.

- [LLM Score (Layout)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Score%20(Layout)>): Higher is better; unit: PERCENT.

- [LLM Score (Color/Mood)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Score%20(Color%2FMood)>): Higher is better; unit: PERCENT.

- [LLM Score (Landmarks)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Score%20(Landmarks)>): Higher is better; unit: PERCENT.

- [LLM Score (Perspective)](<https://www.sota2.com/research/sota/pillar-3-cross-shot-consistency.md?metric=LLM%20Score%20(Perspective)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CS Consistency (Face) | Result date | Report paper |
| --- | --- | --- | --- |
| StoryMem | 79.2 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |
| CineTrans | 77.2 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |
| HoloCine | 75.1 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |
| EntityMem | 73.7 | Not recorded | 6a06a8ccdbc836b87d82a3a2 |

### StoryMem

CS Consistency (Face): 79.2. Result ID: 6a06f01b47f34ce924ef2839.

[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.

### CineTrans

CS Consistency (Face): 77.2. Result ID: 6a06f01b47f34ce924ef283b.

[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.

### HoloCine

CS Consistency (Face): 75.1. Result ID: 6a06f01b47f34ce924ef283a.

[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.

### EntityMem

CS Consistency (Face): 73.7. Result ID: 6a06f01b47f34ce924ef2838.

[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.

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