# Dataset Watermarking on CheXpert (test)

Source: [Dataset Watermarking on CheXpert (test)](<https://www.sota2.com/research/sota/dataset-watermarking-on-chexpert-test>)

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

Data updated: 2026-02-26T05:36:35.673Z

Evaluation of Dataset Watermarking performance on the test split of the CheXpert dataset, reporting metrics such as BA (%), WSR (%), and LPIPS.

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 | Dataset Watermarking |
| Dataset (including any stated split) | CheXpert (test) |
| Metric | BA |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [BA](<https://www.sota2.com/research/sota/dataset-watermarking-on-chexpert-test.md?metric=BA>): Higher is better; unit: PERCENT.

- [WSR](<https://www.sota2.com/research/sota/dataset-watermarking-on-chexpert-test.md?metric=WSR>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/dataset-watermarking-on-chexpert-test.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | BA | Result date | Report paper |
| --- | --- | --- | --- |
| X-Mark | 84.88 | Not recorded | 698c0d00c97a0b3e3b5e1119 |
| UBW-P | 84.28 | Not recorded | 698c0d00c97a0b3e3b5e1119 |
| Blended | 83.23 | Not recorded | 698c0d00c97a0b3e3b5e1119 |
| SSCL-BW | 82.93 | Not recorded | 698c0d00c97a0b3e3b5e1119 |
| WaNet | 82.48 | Not recorded | 698c0d00c97a0b3e3b5e1119 |
| No Attack | 81.89 | Not recorded | 698c0d00c97a0b3e3b5e1119 |
| BadNets | 80.69 | Not recorded | 698c0d00c97a0b3e3b5e1119 |
| Label-Consistent | 80.69 | Not recorded | 698c0d00c97a0b3e3b5e1119 |

### X-Mark

BA: 84.88. Result ID: 699721265698665ec46f5d8f.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d00c97a0b3e3b5e1119.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698c0d00c97a0b3e3b5e1119.md>)

Recorded evaluation configuration: {"Type":"Clean-Label"}. This record does not assert independent reproduction.

### UBW-P

BA: 84.28. Result ID: 699721265698665ec46f5d8c.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d00c97a0b3e3b5e1119.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eee1e209131cea42f60.md>)

Recorded evaluation configuration: {"Type":"Poison-Label"}. This record does not assert independent reproduction.

### Blended

BA: 83.23. Result ID: 699721265698665ec46f5d8a.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d00c97a0b3e3b5e1119.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63eb1e209131cea01786.md>)

Recorded evaluation configuration: {"Type":"Poison-Label"}. This record does not assert independent reproduction.

### SSCL-BW

BA: 82.93. Result ID: 699721265698665ec46f5d8e.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d00c97a0b3e3b5e1119.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690442613ef7ccd74e5e48d9.md>)

Recorded evaluation configuration: {"Type":"Clean-Label"}. This record does not assert independent reproduction.

### WaNet

BA: 82.48. Result ID: 699721265698665ec46f5d8b.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d00c97a0b3e3b5e1119.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696b1e209131cea21e53.md>)

Recorded evaluation configuration: {"Type":"Poison-Label"}. This record does not assert independent reproduction.

### No Attack

BA: 81.89. Result ID: 699721265698665ec46f5d88.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d00c97a0b3e3b5e1119.md>)

Recorded evaluation configuration: {"Type":"Benign"}. This record does not assert independent reproduction.

### BadNets

BA: 80.69. Result ID: 699721265698665ec46f5d89.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d00c97a0b3e3b5e1119.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa656e1e209131cea0a5ad.md>)

Recorded evaluation configuration: {"Type":"Poison-Label"}. This record does not assert independent reproduction.

### Label-Consistent

BA: 80.69. Result ID: 699721265698665ec46f5d8d.

[Reporting paper](<https://www.sota2.com/research/paper/698c0d00c97a0b3e3b5e1119.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66c61e209131cea1223c.md>)

Recorded evaluation configuration: {"Type":"Clean-Label"}. This record does not assert independent reproduction.

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