# Emotion Editing on CREMA-D

Source: [Emotion Editing on CREMA-D](<https://www.sota2.com/research/sota/emotion-editing-on-crema-d>)

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

Data updated: 2026-04-10T08:06:43.489Z

Evaluation of emotion editing performance on the CREMA-D dataset, utilizing metrics such as AITV, FID, FVD, Synchronization Confidence, and Emotion Accuracy.

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 | Emotion Editing |
| Dataset (including any stated split) | CREMA-D |
| Metric | AITV |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [AITV](<https://www.sota2.com/research/sota/emotion-editing-on-crema-d.md?metric=AITV>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/emotion-editing-on-crema-d.md?metric=FID>): Lower is better; unit: SCALAR.

- [FVD](<https://www.sota2.com/research/sota/emotion-editing-on-crema-d.md?metric=FVD>): Lower is better; unit: SCALAR.

- [Synchronization Confidence](<https://www.sota2.com/research/sota/emotion-editing-on-crema-d.md?metric=Synchronization%20Confidence>): Higher is better; unit: SCALAR.

- [Emotion Accuracy](<https://www.sota2.com/research/sota/emotion-editing-on-crema-d.md?metric=Emotion%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AITV | Result date | Report paper |
| --- | --- | --- | --- |
| FLOAT | 0.846 | Not recorded | 69d883f47d0172140ec7791c |
| C-MET | 1.561 | Not recorded | 69d883f47d0172140ec7791c |
| EDTalk | 1.59 | Not recorded | 69d883f47d0172140ec7791c |
| EAMM | 6.481 | Not recorded | 69d883f47d0172140ec7791c |
| EAT | 8.055 | Not recorded | 69d883f47d0172140ec7791c |

### FLOAT

AITV: 0.846. Result ID: 69d8af7647f34ce924c15ffb.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f47d0172140ec7791c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b641e209131cea88220.md>)

Recorded evaluation configuration: {"Emotion Source Type":"Audio"}. This record does not assert independent reproduction.

### C-MET

AITV: 1.561. Result ID: 69d8af7647f34ce924c15ffc.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f47d0172140ec7791c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d883f47d0172140ec7791c.md>)

[Implementation](<https://github.com/ChanHyeok-Choi/C-MET>)

Recorded evaluation configuration: {"Emotion Source Type":"Audio"}. This record does not assert independent reproduction.

### EDTalk

AITV: 1.59. Result ID: 69d8af7647f34ce924c15ffa.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f47d0172140ec7791c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea58724.md>)

Recorded evaluation configuration: {"Emotion Source Type":"Images"}. This record does not assert independent reproduction.

### EAMM

AITV: 6.481. Result ID: 69d8af7647f34ce924c15ff8.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f47d0172140ec7791c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a40d.md>)

Recorded evaluation configuration: {"Emotion Source Type":"Images"}. This record does not assert independent reproduction.

### EAT

AITV: 8.055. Result ID: 69d8af7647f34ce924c15ff9.

[Reporting paper](<https://www.sota2.com/research/paper/69d883f47d0172140ec7791c.md>)

Recorded evaluation configuration: {"Emotion Source Type":"Label"}. This record does not assert independent reproduction.

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