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

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

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

Data updated: 2026-02-26T05:53:30.967Z

Evaluation of Video Super-Resolution performance on the test split of the VideoLQ dataset, measured using NRQM, NIQE, PI, and BRISQUE scores.

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 (test) |
| Metric | NRQM |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 17 of 17 |
| 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

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

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

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

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

## Recorded results

| Method | NRQM | Result date | Report paper |
| --- | --- | --- | --- |
| RealVSR | 2.5322 | Not recorded | 68fa6b4f1e209131cea2d816 |
| Bicubic | 2.8545 | Not recorded | 68fa6b4f1e209131cea2d816 |
| Bicubic | 3.151 | Not recorded | 69535c8c53fdd5c36173d9f6 |
| DAN | 3.4347 | Not recorded | 68fa6b4f1e209131cea2d816 |
| DBVSR | 3.485 | Not recorded | 68fa6b4f1e209131cea2d816 |
| RVRT | 3.493 | Not recorded | 69535c8c53fdd5c36173d9f6 |
| BasicVSR++ | 3.6807 | Not recorded | 68fa6b4f1e209131cea2d816 |
| BasicVSR++ | 3.745 | Not recorded | 69535c8c53fdd5c36173d9f6 |
| MIA-VSR | 3.81 | Not recorded | 69535c8c53fdd5c36173d9f6 |
| RealSR | 5.703 | Not recorded | 68fa6b4f1e209131cea2d816 |
| MGLD-VSR | 5.761 | Not recorded | 69535c8c53fdd5c36173d9f6 |
| Real-ESRGAN | 5.8129 | Not recorded | 68fa6b4f1e209131cea2d816 |
| BSRGAN | 5.8197 | Not recorded | 68fa6b4f1e209131cea2d816 |
| RealBasicVSR | 6.095 | Not recorded | 69535c8c53fdd5c36173d9f6 |
| Stream-DiffVSR | 6.14 | Not recorded | 69535c8c53fdd5c36173d9f6 |
| RealBasicVSR | 6.1408 | Not recorded | 68fa6b4f1e209131cea2d816 |
| StableVSR | 6.154 | Not recorded | 69535c8c53fdd5c36173d9f6 |

### RealVSR

NRQM: 2.5322. Result ID: 698e7c77ffc3901de09dff2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d816.md>)

Recorded evaluation configuration: {"Params (M)":"2.7","Runtime (ms)":"1082"}. This record does not assert independent reproduction.

### Bicubic

NRQM: 2.8545. Result ID: 698e7c77ffc3901de09dff29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d816.md>)

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

### Bicubic

NRQM: 3.151. Result ID: 6997fe3e5698665ec457af0d.

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

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

### DAN

NRQM: 3.4347. Result ID: 698e7c77ffc3901de09dff2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d816.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68d61e209131cea1e8b5.md>)

[Implementation](<https://github.com/greatlog/DAN.git>)

Recorded evaluation configuration: {"Params (M)":"4.3","Runtime (ms)":"185"}. This record does not assert independent reproduction.

### DBVSR

NRQM: 3.485. Result ID: 698e7c77ffc3901de09dff2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d816.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67371e209131cea14eb0.md>)

[Implementation](<https://github.com/jspan/blindvsr>)

Recorded evaluation configuration: {"Params (M)":"25.5","Runtime (ms)":"239"}. This record does not assert independent reproduction.

### RVRT

NRQM: 3.493. Result ID: 6997fe3e5698665ec457af10.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dea1e209131cea3ce5a.md>)

[Implementation](<https://github.com/JingyunLiang/RVRT>)

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

### BasicVSR++

NRQM: 3.6807. Result ID: 698e7c77ffc3901de09dff2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d816.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d71e209131cea24818.md>)

[Implementation](<https://github.com/open-mmlab/mmediting>)

Recorded evaluation configuration: {"Params (M)":"7.3","Runtime (ms)":"77"}. This record does not assert independent reproduction.

### BasicVSR++

NRQM: 3.745. Result ID: 6997fe3e5698665ec457af0e.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d71e209131cea24818.md>)

[Implementation](<https://github.com/open-mmlab/mmediting>)

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

### MIA-VSR

NRQM: 3.81. Result ID: 6997fe3e5698665ec457af11.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa72af1e209131cea57dbf.md>)

[Implementation](<https://github.com/LabShuHangGU/MIA-VSR>)

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

### RealSR

NRQM: 5.703. Result ID: 698e7c77ffc3901de09dff30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d816.md>)

Recorded evaluation configuration: {"Params (M)":"16.7","Runtime (ms)":"149"}. This record does not assert independent reproduction.

### MGLD-VSR

NRQM: 5.761. Result ID: 6997fe3e5698665ec457af13.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa740c1e209131cea5f720.md>)

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

### Real-ESRGAN

NRQM: 5.8129. Result ID: 698e7c77ffc3901de09dff2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d816.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28b80.md>)

[Implementation](<https://github.com/xinntao/Real-ESRGAN>)

Recorded evaluation configuration: {"Params (M)":"16.7","Runtime (ms)":"149"}. This record does not assert independent reproduction.

### BSRGAN

NRQM: 5.8197. Result ID: 698e7c77ffc3901de09dff2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d816.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af01e209131cea2b36c.md>)

[Implementation](<https://github.com/cszn/BSRGAN>)

Recorded evaluation configuration: {"Params (M)":"16.7","Runtime (ms)":"149"}. This record does not assert independent reproduction.

### RealBasicVSR

NRQM: 6.095. Result ID: 6997fe3e5698665ec457af0f.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d816.md>)

[Implementation](<https://github.com/ckkelvinchan/RealBasicVSR>)

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

### Stream-DiffVSR

NRQM: 6.14. Result ID: 6997fe3e5698665ec457af14.

[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":"Unidirectional","Architecture":"Diffusion-based"}. This record does not assert independent reproduction.

### RealBasicVSR

NRQM: 6.1408. Result ID: 698e7c77ffc3901de09dff31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d816.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d816.md>)

[Implementation](<https://github.com/ckkelvinchan/RealBasicVSR>)

Recorded evaluation configuration: {"Params (M)":"6.3","Runtime (ms)":"63"}. This record does not assert independent reproduction.

### StableVSR

NRQM: 6.154. Result ID: 6997fe3e5698665ec457af12.

[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":"Bidirectional","Architecture":"Diffusion-based"}. This record does not assert independent reproduction.

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