# Overall Quality Assessment on TIQA-Images Source: [Overall Quality Assessment on TIQA-Images]() Collection index: [llms.txt]() Data updated: 2026-03-10T08:50:08.410Z Evaluation of image quality assessment performance on the TIQA-Images dataset, reporting correlation metrics (PLCC, SROCC) and Mean Opinion Score (MOS) related statistics. 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 | Overall Quality Assessment | | Dataset (including any stated split) | TIQA-Images | | Metric | PLCC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [SROCC](): Higher is better; unit: SCALAR. - [MOS](): Higher is better; unit: SCALAR. - [ΔMOS vs Random](): Higher is better; unit: SCALAR. - [Gap Closed (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | PLCC | Result date | Report paper | | --- | --- | --- | --- | | ANTIQA | 0.81 | Not recorded | 69afa56a2d603e6de3e438d3 | | PaddleOCR | 0.671 | Not recorded | 69afa56a2d603e6de3e438d3 | | TOPIQ | 0.615 | Not recorded | 69afa56a2d603e6de3e438d3 | | SAR | 0.569 | Not recorded | 69afa56a2d603e6de3e438d3 | | Qwen3 | 0.471 | Not recorded | 69afa56a2d603e6de3e438d3 | | ANTIQA | 0.388 | Not recorded | 69afa56a2d603e6de3e438d3 | | TOPIQ | 0.296 | Not recorded | 69afa56a2d603e6de3e438d3 | | GLM 4.6 | 0.257 | Not recorded | 69afa56a2d603e6de3e438d3 | | Qwen3\*\* | 0.219 | Not recorded | 69afa56a2d603e6de3e438d3 | | PaddleOCR | 0.171 | Not recorded | 69afa56a2d603e6de3e438d3 | | GLM 4.6\*\* | 0.136 | Not recorded | 69afa56a2d603e6de3e438d3 | | Qwen3\* | 0.131 | Not recorded | 69afa56a2d603e6de3e438d3 | | SAR | 0.12 | Not recorded | 69afa56a2d603e6de3e438d3 | | GLM 4.6\* | 0.112 | Not recorded | 69afa56a2d603e6de3e438d3 | | Qwen3 | 0.099 | Not recorded | 69afa56a2d603e6de3e438d3 | | GLM 4.6 | 0.067 | Not recorded | 69afa56a2d603e6de3e438d3 | ### ANTIQA PLCC: 0.81. Result ID: 69afdb3b6dbb7075b9584c71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"TIQA","Speed (FPS)":"119.0"}. This record does not assert independent reproduction. ### PaddleOCR PLCC: 0.671. Result ID: 69afdb3b6dbb7075b9584c6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"OCR","Speed (FPS)":"133.3"}. This record does not assert independent reproduction. ### TOPIQ PLCC: 0.615. Result ID: 69afdb3b6dbb7075b9584c6c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"IQA","Speed (FPS)":"56.8"}. This record does not assert independent reproduction. ### SAR PLCC: 0.569. Result ID: 69afdb3b6dbb7075b9584c6e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"OCR","Speed (FPS)":"19.1"}. This record does not assert independent reproduction. ### Qwen3 PLCC: 0.471. Result ID: 69afdb3b6dbb7075b9584c6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"VLM","Speed (FPS)":"0.6"}. This record does not assert independent reproduction. ### ANTIQA PLCC: 0.388. Result ID: 69afdb3b6dbb7075b9584c65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"TIQA","Selection Strategy":"Best-of-5"}. This record does not assert independent reproduction. ### TOPIQ PLCC: 0.296. Result ID: 69afdb3b6dbb7075b9584c5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"IQA","Selection Strategy":"Best-of-5"}. This record does not assert independent reproduction. ### GLM 4.6 PLCC: 0.257. Result ID: 69afdb3b6dbb7075b9584c70. [Reporting paper]() Recorded evaluation configuration: {"Type":"VLM","Speed (FPS)":"0.4"}. This record does not assert independent reproduction. ### Qwen3\*\* PLCC: 0.219. Result ID: 69afdb3b6dbb7075b9584c61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"VLM","Selection Strategy":"Best-of-5"}. This record does not assert independent reproduction. ### PaddleOCR PLCC: 0.171. Result ID: 69afdb3b6dbb7075b9584c5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"OCR","Selection Strategy":"Best-of-5"}. This record does not assert independent reproduction. ### GLM 4.6\*\* PLCC: 0.136. Result ID: 69afdb3b6dbb7075b9584c64. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"VLM","Selection Strategy":"Best-of-5"}. This record does not assert independent reproduction. ### Qwen3\* PLCC: 0.131. Result ID: 69afdb3b6dbb7075b9584c60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"VLM","Selection Strategy":"Best-of-5"}. This record does not assert independent reproduction. ### SAR PLCC: 0.12. Result ID: 69afdb3b6dbb7075b9584c5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"OCR","Selection Strategy":"Best-of-5"}. This record does not assert independent reproduction. ### GLM 4.6\* PLCC: 0.112. Result ID: 69afdb3b6dbb7075b9584c63. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"VLM","Selection Strategy":"Best-of-5"}. This record does not assert independent reproduction. ### Qwen3 PLCC: 0.099. Result ID: 69afdb3b6dbb7075b9584c5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"VLM","Selection Strategy":"Best-of-5"}. This record does not assert independent reproduction. ### GLM 4.6 PLCC: 0.067. Result ID: 69afdb3b6dbb7075b9584c62. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"VLM","Selection Strategy":"Best-of-5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.