# Full-Reference Image Quality Assessment on KADID10K (test)

Source: [Full-Reference Image Quality Assessment on KADID10K (test)](<https://www.sota2.com/research/sota/full-reference-image-quality-assessment-on-kadid10k-test>)

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

Data updated: 2026-02-26T05:55:06.137Z

Evaluation of Full-Reference Image Quality Assessment performance on the test split of the KADID10K dataset, reporting correlation metrics like PLCC and SROCC.

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 | Full-Reference Image Quality Assessment |
| Dataset (including any stated split) | KADID10K (test) |
| Metric | PLCC |
| Unit | SCALAR |
| Direction | Higher 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

- [PLCC](<https://www.sota2.com/research/sota/full-reference-image-quality-assessment-on-kadid10k-test.md?metric=PLCC>): Higher is better; unit: SCALAR.

- [SROCC](<https://www.sota2.com/research/sota/full-reference-image-quality-assessment-on-kadid10k-test.md?metric=SROCC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PLCC | Result date | Report paper |
| --- | --- | --- | --- |
| YOTO | 0.95 | Not recorded | 68fa72d71e209131cea58d84 |
| YOTO | 0.95 | Not recorded | 68fa72d71e209131cea58d84 |
| DualCNN | 0.949 | Not recorded | 68fa72d71e209131cea58d84 |
| DeepQA | 0.891 | Not recorded | 68fa72d71e209131cea58d84 |
| WaDIQaM | 0.889 | Not recorded | 68fa72d71e209131cea58d84 |

### YOTO

PLCC: 0.95. Result ID: 699281313a6c3148490f68b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d71e209131cea58d84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d71e209131cea58d84.md>)

[Implementation](<https://github.com/BarCodeReader/YOTO>)

Recorded evaluation configuration: {"Training Mode":"FR task only","Transformer-based":true}. This record does not assert independent reproduction.

### YOTO

PLCC: 0.95. Result ID: 699281313a6c3148490f68b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d71e209131cea58d84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d71e209131cea58d84.md>)

[Implementation](<https://github.com/BarCodeReader/YOTO>)

Recorded evaluation configuration: {"Training Mode":"Jointly trained (FR & NR)","Transformer-based":true}. This record does not assert independent reproduction.

### DualCNN

PLCC: 0.949. Result ID: 699281313a6c3148490f68b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d71e209131cea58d84.md>)

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

### DeepQA

PLCC: 0.891. Result ID: 699281313a6c3148490f68b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d71e209131cea58d84.md>)

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

### WaDIQaM

PLCC: 0.889. Result ID: 699281313a6c3148490f68b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d71e209131cea58d84.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d61e209131cea01185.md>)

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

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