Text Quality Assessment on TIQA-Images
0.842PLCCANTIQA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ANTIQAType=TIQA, Speed (FPS)=119.02026.03 | 0.842 | 0.837 | — | — | — | |
| PaddleOCRType=OCR, Speed (FPS)=133.32026.03 | 0.761 | 0.787 | — | — | — | |
| SARType=OCR, Speed (FPS)=19.12026.03 | 0.634 | 0.64 | — | — | — | |
| TOPIQType=IQA, Speed (FPS)=56.82026.03 | 0.493 | 0.47 | — | — | — | |
| Qwen3Type=VLM, Speed (FPS)=0.62026.03 | 0.447 | 0.424 | — | — | — | |
| ANTIQAModel Type=TIQA, Selection Strategy=Best-of-52026.03 | 0.419 | 0.382 | 2.93 | 0.36 | 72 | |
| PaddleOCRModel Type=OCR, Selection Strategy=Best-of-52026.03 | 0.415 | 0.364 | 2.91 | 0.34 | 68 | |
| SARModel Type=OCR, Selection Strategy=Best-of-52026.03 | 0.325 | 0.319 | 2.81 | 0.24 | 48 | |
| Qwen3**Model Type=VLM, Selection Strategy=Best-of-52026.03 | 0.265 | 0.249 | 2.81 | 0.24 | 48 | |
| GLM 4.6Type=VLM, Speed (FPS)=0.42026.03 | 0.193 | 0.288 | — | — | — | |
| GLM 4.6**Model Type=VLM, Selection Strategy=Best-of-52026.03 | 0.185 | 0.174 | 2.76 | 0.19 | 38 | |
| Qwen3*Model Type=VLM, Selection Strategy=Best-of-52026.03 | 0.181 | 0.162 | 2.75 | 0.18 | 36 | |
| GLM 4.6*Model Type=VLM, Selection Strategy=Best-of-52026.03 | 0.148 | 0.136 | 2.74 | 0.17 | 35 | |
| TOPIQModel Type=IQA, Selection Strategy=Best-of-52026.03 | 0.115 | 0.096 | 2.71 | 0.14 | 28 | |
| Qwen3Model Type=VLM, Selection Strategy=Best-of-52026.03 | 0.06 | 0.049 | 2.68 | 0.11 | 22 | |
| GLM 4.6Model Type=VLM, Selection Strategy=Best-of-52026.03 | 0.027 | 0.026 | 2.66 | 0.09 | 18 | |
| OracleModel Type=Reference, Selection Strategy=Best-of-52026.03 | — | — | 3.07 | 0.5 | 100 | |
| RandomModel Type=Reference, Selection Strategy=Best-of-52026.03 | — | — | 2.57 | 0 | 0 |