# Dialogue-driven Audio-visual Dialogue Generation on DIADG User Study (evaluation)

Source: [Dialogue-driven Audio-visual Dialogue Generation on DIADG User Study (evaluation)](<https://www.sota2.com/research/sota/dialogue-driven-audio-visual-dialogue-generation-on-diadg-user-study-evaluation>)

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

Data updated: 2026-07-07T07:39:47.613Z

Evaluation of dialogue generation models focusing on audio-visual synchronization and conversational quality, assessed via human ratings across visual, audio, synchronization, expression, and interaction dimensions.

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 | Dialogue-driven Audio-visual Dialogue Generation |
| Dataset (including any stated split) | DIADG User Study (evaluation) |
| Metric | Visual Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Visual Score](<https://www.sota2.com/research/sota/dialogue-driven-audio-visual-dialogue-generation-on-diadg-user-study-evaluation.md?metric=Visual%20Score>): Higher is better; unit: SCALAR.

- [Audio Score](<https://www.sota2.com/research/sota/dialogue-driven-audio-visual-dialogue-generation-on-diadg-user-study-evaluation.md?metric=Audio%20Score>): Higher is better; unit: SCALAR.

- [Synchronization Score](<https://www.sota2.com/research/sota/dialogue-driven-audio-visual-dialogue-generation-on-diadg-user-study-evaluation.md?metric=Synchronization%20Score>): Higher is better; unit: SCALAR.

- [Expression Score](<https://www.sota2.com/research/sota/dialogue-driven-audio-visual-dialogue-generation-on-diadg-user-study-evaluation.md?metric=Expression%20Score>): Higher is better; unit: SCALAR.

- [Interaction Score](<https://www.sota2.com/research/sota/dialogue-driven-audio-visual-dialogue-generation-on-diadg-user-study-evaluation.md?metric=Interaction%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Visual Score | Result date | Report paper |
| --- | --- | --- | --- |
| CHAT | 4.6 | Not recorded | 6a4c87f985dba69fef8b2564 |
| Hallo3 | 4.5 | Not recorded | 6a4c87f985dba69fef8b2564 |
| ReactDiff | 4.2 | Not recorded | 6a4c87f985dba69fef8b2564 |
| DIM | 3.7 | Not recorded | 6a4c87f985dba69fef8b2564 |
| SadTalker | 2.5 | Not recorded | 6a4c87f985dba69fef8b2564 |
| EDTalk | 2.2 | Not recorded | 6a4c87f985dba69fef8b2564 |

### CHAT

Visual Score: 4.6. Result ID: 6a4cad2760b88bb339c7b667.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f985dba69fef8b2564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c87f985dba69fef8b2564.md>)

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

### Hallo3

Visual Score: 4.5. Result ID: 6a4cad2760b88bb339c7b662.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f985dba69fef8b2564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa776a1e209131cea73230.md>)

[Implementation](<https://fudan-generative-vision.github.io/hallo3>)

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

### ReactDiff

Visual Score: 4.2. Result ID: 6a4cad2760b88bb339c7b666.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f985dba69fef8b2564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be11e209131cea8b000.md>)

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

### DIM

Visual Score: 3.7. Result ID: 6a4cad2760b88bb339c7b664.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f985dba69fef8b2564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ff64.md>)

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

### SadTalker

Visual Score: 2.5. Result ID: 6a4cad2760b88bb339c7b663.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f985dba69fef8b2564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec81e209131cea420cd.md>)

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

### EDTalk

Visual Score: 2.2. Result ID: 6a4cad2760b88bb339c7b665.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87f985dba69fef8b2564.md>)

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

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.