# Full-Reference Image Quality Assessment on PIPAL Source: [Full-Reference Image Quality Assessment on PIPAL]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:55:07.305Z Evaluation of Full-Reference Image Quality Assessment performance on the PIPAL dataset, reporting correlation metrics such as PLCC and SRCC. 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) | PIPAL | | Metric | PLCC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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](): Higher is better; unit: SCALAR. - [SRCC](): Higher is better; unit: SCALAR. ## Recorded results | Method | PLCC | Result date | Report paper | | --- | --- | --- | --- | | BiRQA | 0.837 | Not recorded | 699e820b6017c4460ffacf13 | | AAT-BiRQA | 0.832 | Not recorded | 699e820b6017c4460ffacf13 | | TOPIQ | 0.83 | Not recorded | 68fa703a1e209131cea49bdc | | TOPIQ | 0.83 | Not recorded | 699e820b6017c4460ffacf13 | | AHIQ | 0.823 | Not recorded | 68fa703a1e209131cea49bdc | | AHIQ | 0.823 | Not recorded | 699e820b6017c4460ffacf13 | | IQT | 0.79 | Not recorded | 68fa703a1e209131cea49bdc | | DISTS | 0.687 | Not recorded | 68fa703a1e209131cea49bdc | | DISTS | 0.687 | Not recorded | 699e820b6017c4460ffacf13 | | LPIPS | 0.633 | Not recorded | 68fa703a1e209131cea49bdc | | LPIPS | 0.633 | Not recorded | 699e820b6017c4460ffacf13 | | GMSD | 0.608 | Not recorded | 68fa703a1e209131cea49bdc | | PieAPP | 0.597 | Not recorded | 68fa703a1e209131cea49bdc | | PieAPP | 0.597 | Not recorded | 699e820b6017c4460ffacf13 | | MAD | 0.58 | Not recorded | 68fa703a1e209131cea49bdc | | MAD | 0.58 | Not recorded | 699e820b6017c4460ffacf13 | | FSIMc | 0.571 | Not recorded | 68fa703a1e209131cea49bdc | | WaDIQaM-FR | 0.548 | Not recorded | 68fa703a1e209131cea49bdc | | WaDIQaM | 0.548 | Not recorded | 699e820b6017c4460ffacf13 | | VSI | 0.517 | Not recorded | 68fa703a1e209131cea49bdc | | VSI | 0.517 | Not recorded | 699e820b6017c4460ffacf13 | | VIF | 0.479 | Not recorded | 68fa703a1e209131cea49bdc | | VIF | 0.479 | Not recorded | 699e820b6017c4460ffacf13 | | NLPD | 0.401 | Not recorded | 68fa703a1e209131cea49bdc | | SSIM | 0.391 | Not recorded | 68fa703a1e209131cea49bdc | | SSIM | 0.391 | Not recorded | 699e820b6017c4460ffacf13 | | PSNR | 0.277 | Not recorded | 68fa703a1e209131cea49bdc | | PSNR | 0.277 | Not recorded | 699e820b6017c4460ffacf13 | | MS-SSIM | 0.163 | Not recorded | 68fa703a1e209131cea49bdc | | MS-SSIM | 0.163 | Not recorded | 699e820b6017c4460ffacf13 | ### BiRQA PLCC: 0.837. Result ID: 699eaace5698665ec4772c86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AAT-BiRQA PLCC: 0.832. Result ID: 699eaace5698665ec4772c87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Anchored Adversarial Training"}. This record does not assert independent reproduction. ### TOPIQ PLCC: 0.83. Result ID: 69910e793a6c314849055ab0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Architecture":"CFANet"}. This record does not assert independent reproduction. ### TOPIQ PLCC: 0.83. Result ID: 699eaace5698665ec4772c85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2024"}. This record does not assert independent reproduction. ### AHIQ PLCC: 0.823. Result ID: 69910e793a6c314849055aaf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AHIQ PLCC: 0.823. Result ID: 699eaace5698665ec4772c84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2022"}. This record does not assert independent reproduction. ### IQT PLCC: 0.79. Result ID: 69910e793a6c314849055aae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DISTS PLCC: 0.687. Result ID: 69910e793a6c314849055aad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DISTS PLCC: 0.687. Result ID: 699eaace5698665ec4772c83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2020"}. This record does not assert independent reproduction. ### LPIPS PLCC: 0.633. Result ID: 69910e793a6c314849055aac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### LPIPS PLCC: 0.633. Result ID: 699eaace5698665ec4772c82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG","Year":"2018"}. This record does not assert independent reproduction. ### GMSD PLCC: 0.608. Result ID: 69910e793a6c314849055aa7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PieAPP PLCC: 0.597. Result ID: 69910e793a6c314849055aab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PieAPP PLCC: 0.597. Result ID: 699eaace5698665ec4772c81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2018"}. This record does not assert independent reproduction. ### MAD PLCC: 0.58. Result ID: 69910e793a6c314849055aa6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAD PLCC: 0.58. Result ID: 699eaace5698665ec4772c7e. [Reporting paper]() Recorded evaluation configuration: {"Year":"2010"}. This record does not assert independent reproduction. ### FSIMc PLCC: 0.571. Result ID: 69910e793a6c314849055aa5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WaDIQaM-FR PLCC: 0.548. Result ID: 69910e793a6c314849055aaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WaDIQaM PLCC: 0.548. Result ID: 699eaace5698665ec4772c80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2017"}. This record does not assert independent reproduction. ### VSI PLCC: 0.517. Result ID: 69910e793a6c314849055aa8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VSI PLCC: 0.517. Result ID: 699eaace5698665ec4772c7f. [Reporting paper]() Recorded evaluation configuration: {"Year":"2014"}. This record does not assert independent reproduction. ### VIF PLCC: 0.479. Result ID: 69910e793a6c314849055aa4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VIF PLCC: 0.479. Result ID: 699eaace5698665ec4772c7d. [Reporting paper]() Recorded evaluation configuration: {"Year":"2006"}. This record does not assert independent reproduction. ### NLPD PLCC: 0.401. Result ID: 69910e793a6c314849055aa9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SSIM PLCC: 0.391. Result ID: 69910e793a6c314849055aa2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SSIM PLCC: 0.391. Result ID: 699eaace5698665ec4772c7b. [Reporting paper]() Recorded evaluation configuration: {"Year":"2004"}. This record does not assert independent reproduction. ### PSNR PLCC: 0.277. Result ID: 69910e793a6c314849055aa1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSNR PLCC: 0.277. Result ID: 699eaace5698665ec4772c7a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MS-SSIM PLCC: 0.163. Result ID: 69910e793a6c314849055aa3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MS-SSIM PLCC: 0.163. Result ID: 699eaace5698665ec4772c7c. [Reporting paper]() Recorded evaluation configuration: {"Year":"2003"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.