# Image Matting on Real-world image dataset (test)

Source: [Image Matting on Real-world image dataset (test)](<https://www.sota2.com/research/sota/image-matting-on-real-world-image-dataset-test>)

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

Data updated: 2026-02-26T05:52:15.104Z

Evaluation of Image Matting performance on the test split of the Real-world image dataset.

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 | Image Matting |
| Dataset (including any stated split) | Real-world image dataset (test) |
| Metric | Mean Preference Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Mean Preference Rate](<https://www.sota2.com/research/sota/image-matting-on-real-world-image-dataset-test.md?metric=Mean%20Preference%20Rate>): Higher is better; unit: PERCENT.

- [Std Dev](<https://www.sota2.com/research/sota/image-matting-on-real-world-image-dataset-test.md?metric=Std%20Dev>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Mean Preference Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Context-Aware Image Matting | 85.48 | Not recorded | 68fa66751e209131cea1038f |
| Context-Aware Image Matting | 84.11 | Not recorded | 68fa66751e209131cea1038f |
| Context-Aware Image Matting | 77.67 | Not recorded | 68fa66751e209131cea1038f |

### Context-Aware Image Matting

Mean Preference Rate: 85.48. Result ID: 698cf0a98b517eb4331dd61e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66751e209131cea1038f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66751e209131cea1038f.md>)

[Implementation](<https://github.com/hqqxyy/Context-Aware-Matting>)

Recorded evaluation configuration: {"Comparison Baseline":"Global Matting"}. This record does not assert independent reproduction.

### Context-Aware Image Matting

Mean Preference Rate: 84.11. Result ID: 698cf0a98b517eb4331dd61f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66751e209131cea1038f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66751e209131cea1038f.md>)

[Implementation](<https://github.com/hqqxyy/Context-Aware-Matting>)

Recorded evaluation configuration: {"Comparison Baseline":"Closed-form Matting"}. This record does not assert independent reproduction.

### Context-Aware Image Matting

Mean Preference Rate: 77.67. Result ID: 698cf0a98b517eb4331dd620.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66751e209131cea1038f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66751e209131cea1038f.md>)

[Implementation](<https://github.com/hqqxyy/Context-Aware-Matting>)

Recorded evaluation configuration: {"Comparison Baseline":"Deep Matting"}. This record does not assert independent reproduction.

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