# AIGC Video Quality Assessment on T2VQA-DB (test)

Source: [AIGC Video Quality Assessment on T2VQA-DB (test)](<https://www.sota2.com/research/sota/aigc-video-quality-assessment-on-t2vqa-db-test>)

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

Data updated: 2026-04-21T09:45:26.179Z

Evaluation of AIGC Video Quality Assessment models using the test split of the T2VQA-DB dataset, measured by correlation and error metrics (SRCC, PLCC, KRCC, RMSE).

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 | AIGC Video Quality Assessment |
| Dataset (including any stated split) | T2VQA-DB (test) |
| Metric | SRCC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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

- [SRCC](<https://www.sota2.com/research/sota/aigc-video-quality-assessment-on-t2vqa-db-test.md?metric=SRCC>): Higher is better; unit: SCALAR.

- [PLCC](<https://www.sota2.com/research/sota/aigc-video-quality-assessment-on-t2vqa-db-test.md?metric=PLCC>): Higher is better; unit: SCALAR.

- [KRCC](<https://www.sota2.com/research/sota/aigc-video-quality-assessment-on-t2vqa-db-test.md?metric=KRCC>): Higher is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/aigc-video-quality-assessment-on-t2vqa-db-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SRCC | Result date | Report paper |
| --- | --- | --- | --- |
| RefVQA | 0.826 | Not recorded | 69e704c47d0172140ec7ef0b |
| VE-Bench QA | 0.818 | Not recorded | 69e704c47d0172140ec7ef0b |
| CRAVE | 0.812 | Not recorded | 69e704c47d0172140ec7ef0b |
| MSA-VQA | 0.81 | Not recorded | 69e704c47d0172140ec7ef0b |
| T2VEval | 0.805 | Not recorded | 69e704c47d0172140ec7ef0b |
| T2VQA | 0.797 | Not recorded | 69e704c47d0172140ec7ef0b |
| LMVQ | 0.772 | Not recorded | 69e704c47d0172140ec7ef0b |
| KSVQE | 0.771 | Not recorded | 69e704c47d0172140ec7ef0b |
| AIGVEval | 0.763 | Not recorded | 69e704c47d0172140ec7ef0b |
| DOVER | 0.761 | Not recorded | 69e704c47d0172140ec7ef0b |
| Zhang et al. | 0.742 | Not recorded | 69e704c47d0172140ec7ef0b |
| BVQA | 0.739 | Not recorded | 69e704c47d0172140ec7ef0b |
| FAST-VQA | 0.717 | Not recorded | 69e704c47d0172140ec7ef0b |
| SimpleVQA | 0.628 | Not recorded | 69e704c47d0172140ec7ef0b |
| ImageReward | 0.188 | Not recorded | 69e704c47d0172140ec7ef0b |
| BLIP | 0.166 | Not recorded | 69e704c47d0172140ec7ef0b |
| ViCLIP | 0.116 | Not recorded | 69e704c47d0172140ec7ef0b |
| CLIPSim | 0.105 | Not recorded | 69e704c47d0172140ec7ef0b |
| UMTScore | 0.067 | Not recorded | 69e704c47d0172140ec7ef0b |

### RefVQA

SRCC: 0.826. Result ID: 69e7464547f34ce924cde805.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

Recorded evaluation configuration: {"Year":"-"}. This record does not assert independent reproduction.

### VE-Bench QA

SRCC: 0.818. Result ID: 69e7464547f34ce924cde7ff.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa764f1e209131cea6c512.md>)

Recorded evaluation configuration: {"Year":"AAAI 2025"}. This record does not assert independent reproduction.

### CRAVE

SRCC: 0.812. Result ID: 69e7464547f34ce924cde801.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76e51e209131cea6fc1c.md>)

Recorded evaluation configuration: {"Year":"arXiv 25"}. This record does not assert independent reproduction.

### MSA-VQA

SRCC: 0.81. Result ID: 69e7464547f34ce924cde803.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6b1.md>)

Recorded evaluation configuration: {"Year":"ICASSP 25"}. This record does not assert independent reproduction.

### T2VEval

SRCC: 0.805. Result ID: 69e7464547f34ce924cde800.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a651e209131cea82e60.md>)

Recorded evaluation configuration: {"Year":"arXiv 25"}. This record does not assert independent reproduction.

### T2VQA

SRCC: 0.797. Result ID: 69e7464547f34ce924cde7fd.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74601e209131cea6145a.md>)

Recorded evaluation configuration: {"Year":"ACM MM 24"}. This record does not assert independent reproduction.

### LMVQ

SRCC: 0.772. Result ID: 69e7464547f34ce924cde804.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

Recorded evaluation configuration: {"Year":"TCSVT 25"}. This record does not assert independent reproduction.

### KSVQE

SRCC: 0.771. Result ID: 69e7464547f34ce924cde7f9.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ce51e209131cea369b8.md>)

[Implementation](<https://github.com/pavancm/CONTRIQUE>)

Recorded evaluation configuration: {"Year":"TIP 22"}. This record does not assert independent reproduction.

### AIGVEval

SRCC: 0.763. Result ID: 69e7464547f34ce924cde802.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79501e209131cea7d0fe.md>)

Recorded evaluation configuration: {"Year":"CVPRW 25"}. This record does not assert independent reproduction.

### DOVER

SRCC: 0.761. Result ID: 69e7464547f34ce924cde7f5.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b5c.md>)

[Implementation](<https://github.com/VQAssessment/DOVER>)

Recorded evaluation configuration: {"Year":"arXiv 22"}. This record does not assert independent reproduction.

### Zhang et al.

SRCC: 0.742. Result ID: 69e7464547f34ce924cde7fe.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74eb1e209131cea64bc3.md>)

Recorded evaluation configuration: {"Year":"arXiv 24"}. This record does not assert independent reproduction.

### BVQA

SRCC: 0.739. Result ID: 69e7464547f34ce924cde7f8.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32750.md>)

[Implementation](<https://github.com/zwx8981/BVQA-2021>)

Recorded evaluation configuration: {"Year":"TCSVT 22"}. This record does not assert independent reproduction.

### FAST-VQA

SRCC: 0.717. Result ID: 69e7464547f34ce924cde7f6.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea370cf.md>)

[Implementation](<https://github.com/timothyhtimothy/FAST-VQA>)

Recorded evaluation configuration: {"Year":"ECCV 22"}. This record does not assert independent reproduction.

### SimpleVQA

SRCC: 0.628. Result ID: 69e7464547f34ce924cde7f4.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbd1e209131cea3bb85.md>)

[Implementation](<https://github.com/sunwei925/SimpleVQA>)

Recorded evaluation configuration: {"Year":"ACM MM 22"}. This record does not assert independent reproduction.

### ImageReward

SRCC: 0.188. Result ID: 69e7464547f34ce924cde7fa.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa719f1e209131cea52222.md>)

[Implementation](<https://github.com/THUDM/ImageReward>)

Recorded evaluation configuration: {"Year":"NeurIPS 23"}. This record does not assert independent reproduction.

### BLIP

SRCC: 0.166. Result ID: 69e7464547f34ce924cde7f7.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd81e209131cea30874.md>)

[Implementation](<https://github.com/salesforce/BLIP>)

Recorded evaluation configuration: {"Year":"ICML 22"}. This record does not assert independent reproduction.

### ViCLIP

SRCC: 0.116. Result ID: 69e7464547f34ce924cde7fc.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ba1e209131cea52cd9.md>)

Recorded evaluation configuration: {"Year":"ICLR 24"}. This record does not assert independent reproduction.

### CLIPSim

SRCC: 0.105. Result ID: 69e7464547f34ce924cde7f3.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Year":"ICML 21"}. This record does not assert independent reproduction.

### UMTScore

SRCC: 0.067. Result ID: 69e7464547f34ce924cde7fb.

[Reporting paper](<https://www.sota2.com/research/paper/69e704c47d0172140ec7ef0b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71ab1e209131cea52744.md>)

[Implementation](<https://github.com/llyx97/FETV>)

Recorded evaluation configuration: {"Year":"NeurIPS 23"}. This record does not assert independent reproduction.

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