# Text Quality Assessment on TIQA Crops

Source: [Text Quality Assessment on TIQA Crops](<https://www.sota2.com/research/sota/text-quality-assessment-on-tiqa-crops>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-10T08:50:08.428Z

Evaluation of Text Quality Assessment performance on the TIQA Crops dataset subset, typically measured using correlation metrics like PLCC and SROCC.

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 | Text Quality Assessment |
| Dataset (including any stated split) | TIQA Crops |
| Metric | PLCC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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](<https://www.sota2.com/research/sota/text-quality-assessment-on-tiqa-crops.md?metric=PLCC>): Higher is better; unit: SCALAR.

- [SROCC](<https://www.sota2.com/research/sota/text-quality-assessment-on-tiqa-crops.md?metric=SROCC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PLCC | Result date | Report paper |
| --- | --- | --- | --- |
| ANTIQA | 0.942 | Not recorded | 69afa56a2d603e6de3e438d3 |
| Qwen3 | 0.891 | Not recorded | 69afa56a2d603e6de3e438d3 |
| PaddleOCR | 0.778 | Not recorded | 69afa56a2d603e6de3e438d3 |
| SAR | 0.69 | Not recorded | 69afa56a2d603e6de3e438d3 |
| GLM 4.6 | 0.674 | Not recorded | 69afa56a2d603e6de3e438d3 |
| TOPIQ | 0.401 | Not recorded | 69afa56a2d603e6de3e438d3 |

### ANTIQA

PLCC: 0.942. Result ID: 69afdb3b6dbb7075b9584c6b.

[Reporting paper](<https://www.sota2.com/research/paper/69afa56a2d603e6de3e438d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa56a2d603e6de3e438d3.md>)

Recorded evaluation configuration: {"Type":"TIQA","Speed (FPS)":"119.0"}. This record does not assert independent reproduction.

### Qwen3

PLCC: 0.891. Result ID: 69afdb3b6dbb7075b9584c69.

[Reporting paper](<https://www.sota2.com/research/paper/69afa56a2d603e6de3e438d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

Recorded evaluation configuration: {"Type":"VLM","Speed (FPS)":"0.6"}. This record does not assert independent reproduction.

### PaddleOCR

PLCC: 0.778. Result ID: 69afdb3b6dbb7075b9584c67.

[Reporting paper](<https://www.sota2.com/research/paper/69afa56a2d603e6de3e438d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f11e209131cea802a7.md>)

Recorded evaluation configuration: {"Type":"OCR","Speed (FPS)":"133.3"}. This record does not assert independent reproduction.

### SAR

PLCC: 0.69. Result ID: 69afdb3b6dbb7075b9584c68.

[Reporting paper](<https://www.sota2.com/research/paper/69afa56a2d603e6de3e438d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65861e209131cea0ad98.md>)

[Implementation](<https://tinyurl.com/ShowAttendRead>)

Recorded evaluation configuration: {"Type":"OCR","Speed (FPS)":"19.1"}. This record does not assert independent reproduction.

### GLM 4.6

PLCC: 0.674. Result ID: 69afdb3b6dbb7075b9584c6a.

[Reporting paper](<https://www.sota2.com/research/paper/69afa56a2d603e6de3e438d3.md>)

Recorded evaluation configuration: {"Type":"VLM","Speed (FPS)":"0.4"}. This record does not assert independent reproduction.

### TOPIQ

PLCC: 0.401. Result ID: 69afdb3b6dbb7075b9584c66.

[Reporting paper](<https://www.sota2.com/research/paper/69afa56a2d603e6de3e438d3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703a1e209131cea49bdc.md>)

[Implementation](<https://github.com/chaofengc/IQA-PyTorch>)

Recorded evaluation configuration: {"Type":"IQA","Speed (FPS)":"56.8"}. This record does not assert independent reproduction.

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