# Ownership Verification on VisDA 2017

Source: [Ownership Verification on VisDA 2017](<https://www.sota2.com/research/sota/ownership-verification-on-visda-2017>)

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

Data updated: 2026-02-26T05:34:29.954Z

Evaluation of Ownership Verification performance on the VisDA 2017 dataset, focusing on accuracy metrics related to watermark presence and robustness drops (CUTI/NTL).

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 | Ownership Verification |
| Dataset (including any stated split) | VisDA 2017 |
| Metric | Accuracy (Watermark Patch) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Accuracy (Watermark Patch)](<https://www.sota2.com/research/sota/ownership-verification-on-visda-2017.md?metric=Accuracy%20(Watermark%20Patch)>): Higher is better; unit: PERCENT.

- [Accuracy (No Watermark Patch)](<https://www.sota2.com/research/sota/ownership-verification-on-visda-2017.md?metric=Accuracy%20(No%20Watermark%20Patch)>): Higher is better; unit: PERCENT.

- [Avg Drop (CUTI)](<https://www.sota2.com/research/sota/ownership-verification-on-visda-2017.md?metric=Avg%20Drop%20(CUTI)>): Lower is better; unit: PERCENT.

- [Avg Drop (NTL)](<https://www.sota2.com/research/sota/ownership-verification-on-visda-2017.md?metric=Avg%20Drop%20(NTL)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (Watermark Patch) | Result date | Report paper |
| --- | --- | --- | --- |
| SL | 93.6 | Not recorded | 68fa6ed11e209131cea42650 |
| AU | 21.9 | Not recorded | 68fa6ed11e209131cea42650 |
| RTAL | 20.5 | Not recorded | 68fa6ed11e209131cea42650 |
| Overwriting | 19.4 | Not recorded | 68fa6ed11e209131cea42650 |
| EWC | 15.3 | Not recorded | 68fa6ed11e209131cea42650 |
| FTAL | 15 | Not recorded | 68fa6ed11e209131cea42650 |
| CUTI-domain | 13.1 | Not recorded | 68fa6ed11e209131cea42650 |

### SL

Accuracy (Watermark Patch): 93.6. Result ID: 69904db73a6c314849ff93a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AU

Accuracy (Watermark Patch): 21.9. Result ID: 69904db73a6c314849ff93aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69921e209131cea22c15.md>)

Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction.

### RTAL

Accuracy (Watermark Patch): 20.5. Result ID: 69904db73a6c314849ff93a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64821e209131cea05086.md>)

Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction.

### Overwriting

Accuracy (Watermark Patch): 19.4. Result ID: 69904db73a6c314849ff93ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction.

### EWC

Accuracy (Watermark Patch): 15.3. Result ID: 69904db73a6c314849ff93a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69921e209131cea22c15.md>)

Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction.

### FTAL

Accuracy (Watermark Patch): 15. Result ID: 69904db73a6c314849ff93a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64821e209131cea05086.md>)

Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction.

### CUTI-domain

Accuracy (Watermark Patch): 13.1. Result ID: 69904db73a6c314849ff93a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42650.md>)

[Implementation](<https://github.com/LyWang12/CUTI-Domain>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
