# No-Reference Video Quality Assessment on YT-SFV SDR\_ANIMAL\_5NGJ.MP4 (sample)

Source: [No-Reference Video Quality Assessment on YT-SFV SDR\_ANIMAL\_5NGJ.MP4 (sample)](<https://www.sota2.com/research/sota/no-reference-video-quality-assessment-on-yt-sfv-sdr_animal_5ngj-mp4-sample>)

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

Data updated: 2026-05-20T09:36:56.465Z

Evaluation of No-Reference Video Quality Assessment performance on the specific sample YT-SFV SDR\_ANIMAL\_5NGJ.MP4, reporting inference time and the predicted quality score.

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 | No-Reference Video Quality Assessment |
| Dataset (including any stated split) | YT-SFV SDR\_ANIMAL\_5NGJ.MP4 (sample) |
| Metric | Inference Time (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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

- [Inference Time (s)](<https://www.sota2.com/research/sota/no-reference-video-quality-assessment-on-yt-sfv-sdr_animal_5ngj-mp4-sample.md?metric=Inference%20Time%20(s)>): Lower is better; unit: TIME.

- [Predicted Quality Score](<https://www.sota2.com/research/sota/no-reference-video-quality-assessment-on-yt-sfv-sdr_animal_5ngj-mp4-sample.md?metric=Predicted%20Quality%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Inference Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| FGSVQA | 0.313 | Not recorded | 6a0d4034f984739ed67379a9 |
| FGSVQA | 0.405 | Not recorded | 6a0d4034f984739ed67379a9 |
| FasterVQA | 0.489 | Not recorded | 6a0d4034f984739ed67379a9 |
| FasterVQA | 0.547 | Not recorded | 6a0d4034f984739ed67379a9 |
| Fast-VQA | 0.599 | Not recorded | 6a0d4034f984739ed67379a9 |
| Fast-VQA | 0.673 | Not recorded | 6a0d4034f984739ed67379a9 |
| FasterVQA | 0.696 | Not recorded | 6a0d4034f984739ed67379a9 |
| FGSVQA | 0.697 | Not recorded | 6a0d4034f984739ed67379a9 |
| Fast-VQA | 0.909 | Not recorded | 6a0d4034f984739ed67379a9 |
| DOVER | 0.92 | Not recorded | 6a0d4034f984739ed67379a9 |
| DOVER | 1.022 | Not recorded | 6a0d4034f984739ed67379a9 |
| DOVER | 1.293 | Not recorded | 6a0d4034f984739ed67379a9 |
| FasterVQA | 1.343 | Not recorded | 6a0d4034f984739ed67379a9 |
| FGSVQA | 2.137 | Not recorded | 6a0d4034f984739ed67379a9 |
| Fast-VQA | 2.217 | Not recorded | 6a0d4034f984739ed67379a9 |
| DOVER | 2.783 | Not recorded | 6a0d4034f984739ed67379a9 |

### FGSVQA

Inference Time (s): 0.313. Result ID: 6a0d80a4fbc373592c05eb75.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

Recorded evaluation configuration: {"Resolution":"540P"}. This record does not assert independent reproduction.

### FGSVQA

Inference Time (s): 0.405. Result ID: 6a0d80a4fbc373592c05eb76.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

Recorded evaluation configuration: {"Resolution":"720P"}. This record does not assert independent reproduction.

### FasterVQA

Inference Time (s): 0.489. Result ID: 6a0d80a4fbc373592c05eb6d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3acc7.md>)

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

Recorded evaluation configuration: {"Resolution":"540P"}. This record does not assert independent reproduction.

### FasterVQA

Inference Time (s): 0.547. Result ID: 6a0d80a4fbc373592c05eb6e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3acc7.md>)

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

Recorded evaluation configuration: {"Resolution":"720P"}. This record does not assert independent reproduction.

### Fast-VQA

Inference Time (s): 0.599. Result ID: 6a0d80a4fbc373592c05eb69.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3acc7.md>)

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

Recorded evaluation configuration: {"Resolution":"540P"}. This record does not assert independent reproduction.

### Fast-VQA

Inference Time (s): 0.673. Result ID: 6a0d80a4fbc373592c05eb6a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3acc7.md>)

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

Recorded evaluation configuration: {"Resolution":"720P"}. This record does not assert independent reproduction.

### FasterVQA

Inference Time (s): 0.696. Result ID: 6a0d80a4fbc373592c05eb6f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3acc7.md>)

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

Recorded evaluation configuration: {"Resolution":"1080P"}. This record does not assert independent reproduction.

### FGSVQA

Inference Time (s): 0.697. Result ID: 6a0d80a4fbc373592c05eb77.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

Recorded evaluation configuration: {"Resolution":"1080P"}. This record does not assert independent reproduction.

### Fast-VQA

Inference Time (s): 0.909. Result ID: 6a0d80a4fbc373592c05eb6b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3acc7.md>)

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

Recorded evaluation configuration: {"Resolution":"1080P"}. This record does not assert independent reproduction.

### DOVER

Inference Time (s): 0.92. Result ID: 6a0d80a4fbc373592c05eb71.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

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

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

Recorded evaluation configuration: {"Resolution":"540P"}. This record does not assert independent reproduction.

### DOVER

Inference Time (s): 1.022. Result ID: 6a0d80a4fbc373592c05eb72.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

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

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

Recorded evaluation configuration: {"Resolution":"720P"}. This record does not assert independent reproduction.

### DOVER

Inference Time (s): 1.293. Result ID: 6a0d80a4fbc373592c05eb73.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

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

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

Recorded evaluation configuration: {"Resolution":"1080P"}. This record does not assert independent reproduction.

### FasterVQA

Inference Time (s): 1.343. Result ID: 6a0d80a4fbc373592c05eb70.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3acc7.md>)

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

Recorded evaluation configuration: {"Resolution":"2160P"}. This record does not assert independent reproduction.

### FGSVQA

Inference Time (s): 2.137. Result ID: 6a0d80a4fbc373592c05eb78.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

Recorded evaluation configuration: {"Resolution":"2160P"}. This record does not assert independent reproduction.

### Fast-VQA

Inference Time (s): 2.217. Result ID: 6a0d80a4fbc373592c05eb6c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9d1e209131cea3acc7.md>)

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

Recorded evaluation configuration: {"Resolution":"2160P"}. This record does not assert independent reproduction.

### DOVER

Inference Time (s): 2.783. Result ID: 6a0d80a4fbc373592c05eb74.

[Reporting paper](<https://www.sota2.com/research/paper/6a0d4034f984739ed67379a9.md>)

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

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

Recorded evaluation configuration: {"Resolution":"2160P"}. This record does not assert independent reproduction.

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