# Image Classification and Watermark Verification on Tiny-ImageNet Source: [Image Classification and Watermark Verification on Tiny-ImageNet]() Collection index: [llms.txt]() Data updated: 2026-06-11T10:26:32.515Z Evaluation of model performance on the Tiny-ImageNet dataset, 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) | Tiny-ImageNet | | 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 | | --- | --- | --- | --- | | EWE | 48.96 | Not recorded | 6a2a4137d33dfb23e783944d | | SSW-S | 48.57 | Not recorded | 6a2a4137d33dfb23e783944d | | SSW-P | 48.54 | Not recorded | 6a2a4137d33dfb23e783944d | | T2S | 48.46 | Not recorded | 6a2a4137d33dfb23e783944d | | Content | 47.98 | Not recorded | 6a2a4137d33dfb23e783944d | | SSW-S | 37.01 | Not recorded | 6a2a4137d33dfb23e783944d | | SSW-P | 36.85 | Not recorded | 6a2a4137d33dfb23e783944d | | T2S | 36.39 | Not recorded | 6a2a4137d33dfb23e783944d | | EWE | 36.31 | Not recorded | 6a2a4137d33dfb23e783944d | | Content | 36.13 | Not recorded | 6a2a4137d33dfb23e783944d | | SSW-S | 12.35 | Not recorded | 6a2a4137d33dfb23e783944d | | T2S | 12.19 | Not recorded | 6a2a4137d33dfb23e783944d | | Content | 11.78 | Not recorded | 6a2a4137d33dfb23e783944d | | SSW-P | 11.76 | Not recorded | 6a2a4137d33dfb23e783944d | | EWE | 11.66 | Not recorded | 6a2a4137d33dfb23e783944d | ### EWE Accuracy: 48.96. Result ID: 6a2a8cfefbc373592c286047. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction. ### SSW-S Accuracy: 48.57. Result ID: 6a2a8cfefbc373592c28604d. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction. ### SSW-P Accuracy: 48.54. Result ID: 6a2a8cfefbc373592c28604a. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction. ### T2S Accuracy: 48.46. Result ID: 6a2a8cfefbc373592c286050. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction. ### Content Accuracy: 47.98. Result ID: 6a2a8cfefbc373592c286044. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (soft label)"}. This record does not assert independent reproduction. ### SSW-S Accuracy: 37.01. Result ID: 6a2a8cfefbc373592c28604e. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction. ### SSW-P Accuracy: 36.85. Result ID: 6a2a8cfefbc373592c28604b. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction. ### T2S Accuracy: 36.39. Result ID: 6a2a8cfefbc373592c286051. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction. ### EWE Accuracy: 36.31. Result ID: 6a2a8cfefbc373592c286048. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction. ### Content Accuracy: 36.13. Result ID: 6a2a8cfefbc373592c286045. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"Knockoff (hard label)"}. This record does not assert independent reproduction. ### SSW-S Accuracy: 12.35. Result ID: 6a2a8cfefbc373592c28604f. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction. ### T2S Accuracy: 12.19. Result ID: 6a2a8cfefbc373592c286052. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction. ### Content Accuracy: 11.78. Result ID: 6a2a8cfefbc373592c286046. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction. ### SSW-P Accuracy: 11.76. Result ID: 6a2a8cfefbc373592c28604c. [Reporting paper]() Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction. ### EWE Accuracy: 11.66. Result ID: 6a2a8cfefbc373592c286049. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Extraction Attack":"DFME"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.