# Ownership Verification on STL-10 Source: [Ownership Verification on STL-10]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:29.901Z Evaluation of Ownership Verification performance on the STL-10 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) | STL-10 | | Metric | Accuracy (WP) | | 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 (WP)](): Higher is better; unit: PERCENT. - [Accuracy (No WP)](): Higher is better; unit: PERCENT. - [Avg Drop (CUTI)](): Lower is better; unit: PERCENT. - [Avg Drop (NTL)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy (WP) | Result date | Report paper | | --- | --- | --- | --- | | SL | 87.9 | Not recorded | 68fa6ed11e209131cea42650 | | RTAL | 26.4 | Not recorded | 68fa6ed11e209131cea42650 | | AU | 22.9 | Not recorded | 68fa6ed11e209131cea42650 | | CUTI-domain | 22 | Not recorded | 68fa6ed11e209131cea42650 | | Overwriting | 21.2 | Not recorded | 68fa6ed11e209131cea42650 | | FTAL | 20 | Not recorded | 68fa6ed11e209131cea42650 | | EWC | 13.9 | Not recorded | 68fa6ed11e209131cea42650 | ### SL Accuracy (WP): 87.9. Result ID: 69904db73a6c314849ff939e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RTAL Accuracy (WP): 26.4. Result ID: 69904db73a6c314849ff93a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### AU Accuracy (WP): 22.9. Result ID: 69904db73a6c314849ff93a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### CUTI-domain Accuracy (WP): 22. Result ID: 69904db73a6c314849ff939f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Overwriting Accuracy (WP): 21.2. Result ID: 69904db73a6c314849ff93a4. [Reporting paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### FTAL Accuracy (WP): 20. Result ID: 69904db73a6c314849ff93a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### EWC Accuracy (WP): 13.9. Result ID: 69904db73a6c314849ff93a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.