# Blind Image Quality Assessment on CSIQ Source: [Blind Image Quality Assessment on CSIQ]() Collection index: [llms.txt]() Data updated: 2026-06-30T09:25:59.101Z Evaluation of Blind Image Quality Assessment performance on the CSIQ dataset, reporting correlation metrics 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 | Blind Image Quality Assessment | | Dataset (including any stated split) | CSIQ | | Metric | SRCC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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: PERCENT. - [PLCC](): Higher is better; unit: PERCENT. ## Recorded results | Method | SRCC | Result date | Report paper | | --- | --- | --- | --- | | GLIANet | 96.7 | Not recorded | 6a0beeeddbc836b87d82c8a6 | | SHDIQA | 96.2 | Not recorded | 6a0beeeddbc836b87d82c8a6 | | DBCNN | 94.6 | Not recorded | 6a0beeeddbc836b87d82c8a6 | | Re-IQA | 94.5 | Not recorded | 6a0beeeddbc836b87d82c8a6 | | LIQE | 94.3 | Not recorded | 6a0beeeddbc836b87d82c8a6 | | HyperIQA | 92.3 | Not recorded | 6a0beeeddbc836b87d82c8a6 | | TReS | 92.2 | Not recorded | 6a0beeeddbc836b87d82c8a6 | | QMamba | 91.6 | Not recorded | 6a0beeeddbc836b87d82c8a6 | | MetaIQA | 89.9 | Not recorded | 6a0beeeddbc836b87d82c8a6 | | P2P-BM | 89.9 | Not recorded | 6a0beeeddbc836b87d82c8a6 | | MUSIQ | 87.1 | Not recorded | 6a0beeeddbc836b87d82c8a6 | | ILNIQE | 82.2 | Not recorded | 6a0beeeddbc836b87d82c8a6 | | DeQA | 0.744 | Not recorded | 6a434d9fba73165dbb743d5c | | Q-Align | 0.737 | Not recorded | 6a434d9fba73165dbb743d5c | | MR-IQA | 0.732 | Not recorded | 6a434d9fba73165dbb743d5c | | VQ-R1 (ranking) | 0.721 | Not recorded | 6a434d9fba73165dbb743d5c | | CLIP-IQA+ | 0.719 | Not recorded | 6a434d9fba73165dbb743d5c | | MUSIQ | 0.71 | Not recorded | 6a434d9fba73165dbb743d5c | | C2Score | 0.705 | Not recorded | 6a434d9fba73165dbb743d5c | | NIMA | 0.649 | Not recorded | 6a434d9fba73165dbb743d5c | | Q-Insight (regression) | 0.64 | Not recorded | 6a434d9fba73165dbb743d5c | | NIQE | 0.628 | Not recorded | 6a434d9fba73165dbb743d5c | | MANIQA | 0.627 | Not recorded | 6a434d9fba73165dbb743d5c | | DBCNN | 0.572 | Not recorded | 6a434d9fba73165dbb743d5c | | BRISQUE | 0.556 | Not recorded | 6a434d9fba73165dbb743d5c | ### GLIANet SRCC: 96.7. Result ID: 6a0c48eefbc373592c035cc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of trainable parameters":"8M"}. This record does not assert independent reproduction. ### SHDIQA SRCC: 96.2. Result ID: 6a0c48eefbc373592c035cc3. [Reporting paper]() Recorded evaluation configuration: {"Number of trainable parameters":"24M"}. This record does not assert independent reproduction. ### DBCNN SRCC: 94.6. Result ID: 6a0c48eefbc373592c035cba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Re-IQA SRCC: 94.5. Result ID: 6a0c48eefbc373592c035cc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of trainable parameters":"48M"}. This record does not assert independent reproduction. ### LIQE SRCC: 94.3. Result ID: 6a0c48eefbc373592c035cc2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of trainable parameters":"151M"}. This record does not assert independent reproduction. ### HyperIQA SRCC: 92.3. Result ID: 6a0c48eefbc373592c035cbd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TReS SRCC: 92.2. Result ID: 6a0c48eefbc373592c035cbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### QMamba SRCC: 91.6. Result ID: 6a0c48eefbc373592c035cc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of trainable parameters":"50M"}. This record does not assert independent reproduction. ### MetaIQA SRCC: 89.9. Result ID: 6a0c48eefbc373592c035cbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### P2P-BM SRCC: 89.9. Result ID: 6a0c48eefbc373592c035cbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MUSIQ SRCC: 87.1. Result ID: 6a0c48eefbc373592c035cbe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ILNIQE SRCC: 82.2. Result ID: 6a0c48eefbc373592c035cb9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeQA SRCC: 0.744. Result ID: 6a438b8cfbc373592c958e65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"MLLM-based: SFT training"}. This record does not assert independent reproduction. ### Q-Align SRCC: 0.737. Result ID: 6a438b8cfbc373592c958e64. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"MLLM-based: SFT training"}. This record does not assert independent reproduction. ### MR-IQA SRCC: 0.732. Result ID: 6a438b8cfbc373592c958e68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"MLLM-based: RL training","Backbone":"Qwen3-VL-2B","Reproduction Protocol":"Controlled reproduction"}. This record does not assert independent reproduction. ### VQ-R1 (ranking) SRCC: 0.721. Result ID: 6a438b8cfbc373592c958e67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"MLLM-based: RL training","Backbone":"Qwen3-VL-2B","Reproduction Protocol":"Controlled reproduction"}. This record does not assert independent reproduction. ### CLIP-IQA+ SRCC: 0.719. Result ID: 6a438b8cfbc373592c958e62. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Deep-learning-based"}. This record does not assert independent reproduction. ### MUSIQ SRCC: 0.71. Result ID: 6a438b8cfbc373592c958e60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Deep-learning-based"}. This record does not assert independent reproduction. ### C2Score SRCC: 0.705. Result ID: 6a438b8cfbc373592c958e63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"MLLM-based: SFT training"}. This record does not assert independent reproduction. ### NIMA SRCC: 0.649. Result ID: 6a438b8cfbc373592c958e5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Deep-learning-based"}. This record does not assert independent reproduction. ### Q-Insight (regression) SRCC: 0.64. Result ID: 6a438b8cfbc373592c958e66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"MLLM-based: RL training","Backbone":"Qwen2.5-VL-7B","Reproduction Protocol":"Reported"}. This record does not assert independent reproduction. ### NIQE SRCC: 0.628. Result ID: 6a438b8cfbc373592c958e5c. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Hand-crafted"}. This record does not assert independent reproduction. ### MANIQA SRCC: 0.627. Result ID: 6a438b8cfbc373592c958e61. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Deep-learning-based"}. This record does not assert independent reproduction. ### DBCNN SRCC: 0.572. Result ID: 6a438b8cfbc373592c958e5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Deep-learning-based"}. This record does not assert independent reproduction. ### BRISQUE SRCC: 0.556. Result ID: 6a438b8cfbc373592c958e5d. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Hand-crafted"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.