# No-Reference Image Quality Assessment on CVIU (test) Source: [No-Reference Image Quality Assessment on CVIU (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:03:13.527Z Evaluation of No-Reference Image Quality Assessment models using the test split of the CVIU dataset, reporting correlation metrics like SRCC and PLCC. 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 Image Quality Assessment | | Dataset (including any stated split) | CVIU (test) | | Metric | SRCC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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](): Higher is better; unit: SCALAR. - [PLCC](): Higher is better; unit: SCALAR. ## Recorded results | Method | SRCC | Result date | Report paper | | --- | --- | --- | --- | | CLIP-IQA+ | 0.925 | Not recorded | 68fa775b1e209131cea72a9a | | ARNIQA | 0.919 | Not recorded | 68fa775b1e209131cea72a9a | | CONTRIQUE | 0.912 | Not recorded | 68fa775b1e209131cea72a9a | | Re-IQA | 0.887 | Not recorded | 68fa775b1e209131cea72a9a | | GRepQ | 0.882 | Not recorded | 68fa775b1e209131cea72a9a | | QualiCLIP | 0.84 | Not recorded | 68fa775b1e209131cea72a9a | | GRepQ-OU | 0.748 | Not recorded | 68fa775b1e209131cea72a9a | | MDFS | 0.702 | Not recorded | 68fa775b1e209131cea72a9a | | NIQE | 0.685 | Not recorded | 68fa775b1e209131cea72a9a | | ARNIQA-OU | 0.673 | Not recorded | 68fa775b1e209131cea72a9a | | Re-IQA-OU | 0.648 | Not recorded | 68fa775b1e209131cea72a9a | | CLIP-IQA | 0.613 | Not recorded | 68fa775b1e209131cea72a9a | | CONTRIQUE-OU | 0.61 | Not recorded | 68fa775b1e209131cea72a9a | | IL-NIQE | 0.595 | Not recorded | 68fa775b1e209131cea72a9a | | CL-MI | 0.433 | Not recorded | 68fa775b1e209131cea72a9a | ### CLIP-IQA+ SRCC: 0.925. Result ID: 699493513a6c3148491e1ced. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Opinion-Unaware":false}. This record does not assert independent reproduction. ### ARNIQA SRCC: 0.919. Result ID: 699493513a6c3148491e1cec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Opinion-Unaware":false}. This record does not assert independent reproduction. ### CONTRIQUE SRCC: 0.912. Result ID: 699493513a6c3148491e1cea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Opinion-Unaware":false}. This record does not assert independent reproduction. ### Re-IQA SRCC: 0.887. Result ID: 699493513a6c3148491e1ceb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Opinion-Unaware":false}. This record does not assert independent reproduction. ### GRepQ SRCC: 0.882. Result ID: 699493513a6c3148491e1cee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Opinion-Unaware":false}. This record does not assert independent reproduction. ### QualiCLIP SRCC: 0.84. Result ID: 699493513a6c3148491e1cf8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Opinion-Unaware":true}. This record does not assert independent reproduction. ### GRepQ-OU SRCC: 0.748. Result ID: 699493513a6c3148491e1cf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Opinion-Unaware":true}. This record does not assert independent reproduction. ### MDFS SRCC: 0.702. Result ID: 699493513a6c3148491e1cf2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Opinion-Unaware":true}. This record does not assert independent reproduction. ### NIQE SRCC: 0.685. Result ID: 699493513a6c3148491e1cef. [Reporting paper]() Recorded evaluation configuration: {"Opinion-Unaware":true}. This record does not assert independent reproduction. ### ARNIQA-OU SRCC: 0.673. Result ID: 699493513a6c3148491e1cf5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Opinion-Unaware":true}. This record does not assert independent reproduction. ### Re-IQA-OU SRCC: 0.648. Result ID: 699493513a6c3148491e1cf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Opinion-Unaware":true}. This record does not assert independent reproduction. ### CLIP-IQA SRCC: 0.613. Result ID: 699493513a6c3148491e1cf6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Opinion-Unaware":true}. This record does not assert independent reproduction. ### CONTRIQUE-OU SRCC: 0.61. Result ID: 699493513a6c3148491e1cf3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Opinion-Unaware":true}. This record does not assert independent reproduction. ### IL-NIQE SRCC: 0.595. Result ID: 699493513a6c3148491e1cf0. [Reporting paper]() Recorded evaluation configuration: {"Opinion-Unaware":true}. This record does not assert independent reproduction. ### CL-MI SRCC: 0.433. Result ID: 699493513a6c3148491e1cf1. [Reporting paper]() Recorded evaluation configuration: {"Opinion-Unaware":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.