# Picture quality prediction on PaQ-2-PiQ full-size (val) Source: [Picture quality prediction on PaQ-2-PiQ full-size (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:03:14.939Z Evaluation of Picture quality prediction performance using the validation set of the PaQ-2-PiQ dataset, measured by correlation metrics SRCC and LCC. 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 | Picture quality prediction | | Dataset (including any stated split) | PaQ-2-PiQ full-size (val) | | Metric | SRCC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. - [LCC](): Higher is better; unit: SCALAR. ## Recorded results | Method | SRCC | Result date | Report paper | | --- | --- | --- | --- | | MUSIQ | 0.566 | Not recorded | 68fa6a921e209131cea28fa7 | | MUSIQ-single | 0.563 | Not recorded | 68fa6a921e209131cea28fa7 | | Feedback Model | 0.562 | Not recorded | 68fa66d51e209131cea12c2a | | Ying et al. | 0.562 | Not recorded | 68fa6a921e209131cea28fa7 | | RoIPool Model | 0.541 | Not recorded | 68fa66d51e209131cea12c2a | | Baseline Model | 0.525 | Not recorded | 68fa66d51e209131cea12c2a | | NIMA | 0.521 | Not recorded | 68fa66d51e209131cea12c2a | | NIMA | 0.521 | Not recorded | 68fa6a921e209131cea28fa7 | | BRISQUE | 0.303 | Not recorded | 68fa66d51e209131cea12c2a | | BRISQUE | 0.303 | Not recorded | 68fa6a921e209131cea28fa7 | | CNNIQA | 0.259 | Not recorded | 68fa66d51e209131cea12c2a | | CNNIQA | 0.259 | Not recorded | 68fa6a921e209131cea28fa7 | | NIQE | 0.094 | Not recorded | 68fa66d51e209131cea12c2a | | NIQE | 0.094 | Not recorded | 68fa6a921e209131cea28fa7 | ### MUSIQ SRCC: 0.566. Result ID: 699abf645698665ec44d88ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"multi-scale ensemble"}. This record does not assert independent reproduction. ### MUSIQ-single SRCC: 0.563. Result ID: 699abf645698665ec44d88ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"single-scale"}. This record does not assert independent reproduction. ### Feedback Model SRCC: 0.562. Result ID: 698d0c238b517eb4331e9893. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Section":"4.4"}. This record does not assert independent reproduction. ### Ying et al. SRCC: 0.562. Result ID: 699abf645698665ec44d88eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RoIPool Model SRCC: 0.541. Result ID: 698d0c238b517eb4331e9892. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Section":"4.2"}. This record does not assert independent reproduction. ### Baseline Model SRCC: 0.525. Result ID: 698d0c238b517eb4331e9891. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Section":"4.1"}. This record does not assert independent reproduction. ### NIMA SRCC: 0.521. Result ID: 698d0c238b517eb4331e9890. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNet-v2"}. This record does not assert independent reproduction. ### NIMA SRCC: 0.521. Result ID: 699abf645698665ec44d88ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BRISQUE SRCC: 0.303. Result ID: 698d0c238b517eb4331e988e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BRISQUE SRCC: 0.303. Result ID: 699abf645698665ec44d88e7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CNNIQA SRCC: 0.259. Result ID: 698d0c238b517eb4331e988f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CNNIQA SRCC: 0.259. Result ID: 699abf645698665ec44d88e9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NIQE SRCC: 0.094. Result ID: 698d0c238b517eb4331e988d. [Reporting paper]() Recorded evaluation configuration: {"unsupervised":true}. This record does not assert independent reproduction. ### NIQE SRCC: 0.094. Result ID: 699abf645698665ec44d88e8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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