# Video Super-Resolution on VideoLQ (NIQE, NRQM, BRISQUE)

Source: [Video Super-Resolution on VideoLQ (NIQE, NRQM, BRISQUE)](<https://www.sota2.com/research/sota/video-super-resolution-on-videolq-niqe-nrqm-brisque>)

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

Data updated: 2026-02-26T05:53:12.420Z

Evaluation of Video Super-Resolution performance on the VideoLQ dataset, measured using NIQE, NRQM, and BRISQUE 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 | Video Super-Resolution |
| Dataset (including any stated split) | VideoLQ |
| Metric | NIQE |
| 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

- [NIQE](<https://www.sota2.com/research/sota/video-super-resolution-on-videolq-niqe-nrqm-brisque.md?metric=NIQE>): Lower is better; unit: SCALAR.

- [NRQM](<https://www.sota2.com/research/sota/video-super-resolution-on-videolq-niqe-nrqm-brisque.md?metric=NRQM>): Lower is better; unit: SCALAR.

- [BRISQUE](<https://www.sota2.com/research/sota/video-super-resolution-on-videolq-niqe-nrqm-brisque.md?metric=BRISQUE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | NIQE | Result date | Report paper |
| --- | --- | --- | --- |
| Stream-DiffVSR | 3.929 | Not recorded | 69535c8c53fdd5c36173d9f6 |
| StableVSR\* | 3.982 | Not recorded | 69535c8c53fdd5c36173d9f6 |
| RealViformer | 4.07 | Not recorded | 69535c8c53fdd5c36173d9f6 |
| TMP | 6.751 | Not recorded | 69535c8c53fdd5c36173d9f6 |
| Bicubic | 7.945 | Not recorded | 69535c8c53fdd5c36173d9f6 |

### Stream-DiffVSR

NIQE: 3.929. Result ID: 6997fe3e5698665ec457aeff.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9f6.md>)

Recorded evaluation configuration: {"Direction":"U","Category":"Diffusion-based"}. This record does not assert independent reproduction.

### StableVSR\*

NIQE: 3.982. Result ID: 6997fe3e5698665ec457aefe.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd3e.md>)

Recorded evaluation configuration: {"Direction":"U","Category":"Diffusion-based"}. This record does not assert independent reproduction.

### RealViformer

NIQE: 4.07. Result ID: 6997fe3e5698665ec457aefd.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74331e209131cea60629.md>)

Recorded evaluation configuration: {"Direction":"U","Category":"Transformer-based"}. This record does not assert independent reproduction.

### TMP

NIQE: 6.751. Result ID: 6997fe3e5698665ec457aefc.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75501e209131cea67105.md>)

Recorded evaluation configuration: {"Direction":"U","Category":"CNN-based"}. This record does not assert independent reproduction.

### Bicubic

NIQE: 7.945. Result ID: 6997fe3e5698665ec457aefb.

[Reporting paper](<https://www.sota2.com/research/paper/69535c8c53fdd5c36173d9f6.md>)

Recorded evaluation configuration: {"Direction":"-","Category":"CNN-based"}. This record does not assert independent reproduction.

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