# Full-Reference Image Quality Assessment on TID 2013 (test) Source: [Full-Reference Image Quality Assessment on TID 2013 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-23T08:09:57.672Z Evaluation of Full-Reference Image Quality Assessment performance specifically on the test split of the TID 2013 dataset, using correlation metrics like 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) | TID 2013 (test) | | 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 | | --- | --- | --- | --- | | AHIQ | 0.968 | Not recorded | 68fa72d71e209131cea58d84 | | YOTO | 0.965 | Not recorded | 68fa72d71e209131cea58d84 | | YOTO | 0.964 | Not recorded | 68fa72d71e209131cea58d84 | | DeepQA | 0.947 | Not recorded | 68fa72d71e209131cea58d84 | | WaDIQaM | 0.946 | Not recorded | 68fa72d71e209131cea58d84 | | PieAPP | 0.946 | Not recorded | 68fa72d71e209131cea58d84 | | DOG | 0.934 | Not recorded | 68fa72d71e209131cea58d84 | | DualCNN | 0.924 | Not recorded | 68fa72d71e209131cea58d84 | | TOPIQ | 0.916 | Not recorded | 68fa703a1e209131cea49bdc | | CONTRIQUE-FR | 0.915 | Not recorded | 69e85ba37d0172140ec80fa1 | | MSDS | 0.911 | Not recorded | 69e85ba37d0172140ec80fa1 | | AHIQ | 0.899 | Not recorded | 68fa703a1e209131cea49bdc | | DMM | 0.879 | Not recorded | 69e85ba37d0172140ec80fa1 | | DISTS | 0.873 | Not recorded | 69e85ba37d0172140ec80fa1 | | DeepSSIM | 0.86 | Not recorded | 69e85ba37d0172140ec80fa1 | | PieAPP | 0.859 | Not recorded | 68fa703a1e209131cea49bdc | | FSIM | 0.859 | Not recorded | 69e85ba37d0172140ec80fa1 | | GMSD | 0.859 | Not recorded | 69e85ba37d0172140ec80fa1 | | DISTS | 0.855 | Not recorded | 68fa703a1e209131cea49bdc | | PieAPP | 0.85 | Not recorded | 69e85ba37d0172140ec80fa1 | | TOPIQ | 0.846 | Not recorded | 68fa703a1e209131cea49bdc | | WaDIQaM-FR | 0.834 | Not recorded | 68fa703a1e209131cea49bdc | | AHIQ | 0.804 | Not recorded | 68fa703a1e209131cea49bdc | | DISTS | 0.803 | Not recorded | 68fa703a1e209131cea49bdc | | LPIPS-VGG | 0.79 | Not recorded | 68fa703a1e209131cea49bdc | | WaDIQaM-FR | 0.786 | Not recorded | 68fa703a1e209131cea49bdc | | MS-SSIM | 0.786 | Not recorded | 69e85ba37d0172140ec80fa1 | | LPIPS | 0.756 | Not recorded | 69e85ba37d0172140ec80fa1 | | LPIPS-VGG | 0.749 | Not recorded | 68fa703a1e209131cea49bdc | | SSIM | 0.746 | Not recorded | 69e85ba37d0172140ec80fa1 | ### AHIQ PLCC: 0.968. Result ID: 699281313a6c3148490f68b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Transformer-based":true}. This record does not assert independent reproduction. ### YOTO PLCC: 0.965. Result ID: 699281313a6c3148490f68b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Mode":"FR task only","Transformer-based":true}. This record does not assert independent reproduction. ### YOTO PLCC: 0.964. Result ID: 699281313a6c3148490f68b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Mode":"Jointly trained (FR & NR)","Transformer-based":true}. This record does not assert independent reproduction. ### DeepQA PLCC: 0.947. Result ID: 699281313a6c3148490f68ad. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WaDIQaM PLCC: 0.946. Result ID: 699281313a6c3148490f68af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PieAPP PLCC: 0.946. Result ID: 699281313a6c3148490f68b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DOG PLCC: 0.934. Result ID: 699281313a6c3148490f68ac. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualCNN PLCC: 0.924. Result ID: 699281313a6c3148490f68ae. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TOPIQ PLCC: 0.916. Result ID: 69910e793a6c314849055acc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train dataset":"KADID-10k","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CONTRIQUE-FR PLCC: 0.915. Result ID: 69e9d3d447f34ce924d0db61. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MSDS PLCC: 0.911. Result ID: 69e9d3d447f34ce924d0db64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AHIQ PLCC: 0.899. Result ID: 69910e793a6c314849055acb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train dataset":"KADID-10k"}. This record does not assert independent reproduction. ### DMM PLCC: 0.879. Result ID: 69e9d3d447f34ce924d0db62. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DISTS PLCC: 0.873. Result ID: 69e9d3d447f34ce924d0db60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSSIM PLCC: 0.86. Result ID: 69e9d3d447f34ce924d0db63. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PieAPP PLCC: 0.859. Result ID: 69910e793a6c314849055ac8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train dataset":"KADID-10k"}. This record does not assert independent reproduction. ### FSIM PLCC: 0.859. Result ID: 69e9d3d447f34ce924d0db5b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GMSD PLCC: 0.859. Result ID: 69e9d3d447f34ce924d0db5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DISTS PLCC: 0.855. Result ID: 69910e793a6c314849055aca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train dataset":"KADID-10k"}. This record does not assert independent reproduction. ### PieAPP PLCC: 0.85. Result ID: 69e9d3d447f34ce924d0db5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TOPIQ PLCC: 0.846. Result ID: 69910e793a6c314849055ad1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train dataset":"PIPAL","Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### WaDIQaM-FR PLCC: 0.834. Result ID: 69910e793a6c314849055ac7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train dataset":"KADID-10k"}. This record does not assert independent reproduction. ### AHIQ PLCC: 0.804. Result ID: 69910e793a6c314849055ad0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train dataset":"PIPAL"}. This record does not assert independent reproduction. ### DISTS PLCC: 0.803. Result ID: 69910e793a6c314849055acf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train dataset":"PIPAL"}. This record does not assert independent reproduction. ### LPIPS-VGG PLCC: 0.79. Result ID: 69910e793a6c314849055ace. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train dataset":"PIPAL"}. This record does not assert independent reproduction. ### WaDIQaM-FR PLCC: 0.786. Result ID: 69910e793a6c314849055acd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train dataset":"PIPAL"}. This record does not assert independent reproduction. ### MS-SSIM PLCC: 0.786. Result ID: 69e9d3d447f34ce924d0db5d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LPIPS PLCC: 0.756. Result ID: 69e9d3d447f34ce924d0db5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LPIPS-VGG PLCC: 0.749. Result ID: 69910e793a6c314849055ac9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train dataset":"KADID-10k"}. This record does not assert independent reproduction. ### SSIM PLCC: 0.746. Result ID: 69e9d3d447f34ce924d0db5a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.