# Image Classification and Watermark Verification on CIFAR-10 Source: [Image Classification and Watermark Verification on CIFAR-10]() Collection index: [llms.txt]() Data updated: 2026-06-11T10:26:32.447Z Evaluation of model performance on CIFAR-10 covering both standard Image Classification accuracy (ACC) and the success rate of verifying embedded watermarks (WSR). 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 Classification and Watermark Verification | | Dataset (including any stated split) | CIFAR-10 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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](): Higher is better; unit: PERCENT. - [Watermark Success Rate (WSR)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Content | 89.32 | Not recorded | 6a2a4137d33dfb23e783944d | | EWE | 88.05 | Not recorded | 6a2a4137d33dfb23e783944d | | EWE | 87.1 | Not recorded | 6a2a4137d33dfb23e783944d | | T2S | 86.87 | Not recorded | 6a2a4137d33dfb23e783944d | | SSW-S | 86.18 | Not recorded | 6a2a4137d33dfb23e783944d | | Content | 85.94 | Not recorded | 6a2a4137d33dfb23e783944d | | SSW-P | 85.39 | Not recorded | 6a2a4137d33dfb23e783944d | | SSW-S | 85.34 | Not recorded | 6a2a4137d33dfb23e783944d | | T2S | 85.27 | Not recorded | 6a2a4137d33dfb23e783944d | | SSW-P | 85.02 | Not recorded | 6a2a4137d33dfb23e783944d | | EWE | 83.46 | Not recorded | 6a2a4137d33dfb23e783944d | | SSW-S | 83.19 | Not recorded | 6a2a4137d33dfb23e783944d | | SSW-P | 83.13 | Not recorded | 6a2a4137d33dfb23e783944d | | T2S | 82.01 | Not recorded | 6a2a4137d33dfb23e783944d | | Content | 81.25 | Not recorded | 6a2a4137d33dfb23e783944d | ### Content Accuracy: 89.32. Result ID: 6a2a8cfefbc373592c286028. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction. ### EWE Accuracy: 88.05. Result ID: 6a2a8cfefbc373592c28602b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction. ### EWE Accuracy: 87.1. Result ID: 6a2a8cfefbc373592c286029. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction. ### T2S Accuracy: 86.87. Result ID: 6a2a8cfefbc373592c286032. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction. ### SSW-S Accuracy: 86.18. Result ID: 6a2a8cfefbc373592c286031. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction. ### Content Accuracy: 85.94. Result ID: 6a2a8cfefbc373592c286026. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction. ### SSW-P Accuracy: 85.39. Result ID: 6a2a8cfefbc373592c28602e. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction. ### SSW-S Accuracy: 85.34. Result ID: 6a2a8cfefbc373592c28602f. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction. ### T2S Accuracy: 85.27. Result ID: 6a2a8cfefbc373592c286034. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction. ### SSW-P Accuracy: 85.02. Result ID: 6a2a8cfefbc373592c28602c. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction. ### EWE Accuracy: 83.46. Result ID: 6a2a8cfefbc373592c28602a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction. ### SSW-S Accuracy: 83.19. Result ID: 6a2a8cfefbc373592c286030. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction. ### SSW-P Accuracy: 83.13. Result ID: 6a2a8cfefbc373592c28602d. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction. ### T2S Accuracy: 82.01. Result ID: 6a2a8cfefbc373592c286033. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction. ### Content Accuracy: 81.25. Result ID: 6a2a8cfefbc373592c286027. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.