Overall Quality Assessment on TIQA-Images
0.81PLCCANTIQA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ANTIQAType=TIQA, Speed (FPS)=119.02026.03 | 0.81 | 0.797 | — | — | — | |
| PaddleOCRType=OCR, Speed (FPS)=133.32026.03 | 0.671 | 0.664 | — | — | — | |
| TOPIQType=IQA, Speed (FPS)=56.82026.03 | 0.615 | 0.568 | — | — | — | |
| SARType=OCR, Speed (FPS)=19.12026.03 | 0.569 | 0.591 | — | — | — | |
| Qwen3Type=VLM, Speed (FPS)=0.62026.03 | 0.471 | 0.443 | — | — | — | |
| ANTIQAModel Type=TIQA, Selection Strategy=Best-of-52026.03 | 0.388 | 0.34 | 3.31 | 0.3 | 65.2 | |
| TOPIQModel Type=IQA, Selection Strategy=Best-of-52026.03 | 0.296 | 0.28 | 3.14 | 0.13 | 28.3 | |
| GLM 4.6Type=VLM, Speed (FPS)=0.42026.03 | 0.257 | 0.343 | — | — | — | |
| Qwen3**Model Type=VLM, Selection Strategy=Best-of-52026.03 | 0.219 | 0.211 | 3.13 | 0.12 | 26.1 | |
| PaddleOCRModel Type=OCR, Selection Strategy=Best-of-52026.03 | 0.171 | 0.165 | 3.15 | 0.14 | 30.4 | |
| GLM 4.6**Model Type=VLM, Selection Strategy=Best-of-52026.03 | 0.136 | 0.142 | 3.12 | 0.11 | 23.9 | |
| Qwen3*Model Type=VLM, Selection Strategy=Best-of-52026.03 | 0.131 | 0.125 | 3.12 | 0.11 | 22.8 | |
| SARModel Type=OCR, Selection Strategy=Best-of-52026.03 | 0.12 | 0.116 | 3.08 | 0.07 | 15.2 | |
| GLM 4.6*Model Type=VLM, Selection Strategy=Best-of-52026.03 | 0.112 | 0.102 | 3.1 | 0.09 | 18.5 | |
| Qwen3Model Type=VLM, Selection Strategy=Best-of-52026.03 | 0.099 | 0.122 | 3.08 | 0.07 | 14.1 | |
| GLM 4.6Model Type=VLM, Selection Strategy=Best-of-52026.03 | 0.067 | 0.052 | 3.06 | 0.05 | 10.9 | |
| OracleModel Type=Reference, Selection Strategy=Best-of-52026.03 | — | — | 3.47 | 0.46 | 100 | |
| RandomModel Type=Reference, Selection Strategy=Best-of-52026.03 | — | — | 3.01 | 0 | 0 |