# Anonymization on Cal101 Source: [Anonymization on Cal101]() Collection index: [llms.txt]() Data updated: 2026-03-31T12:33:34.670Z Evaluation of Anonymization techniques applied to the Caltech101 dataset, measured using Accuracy, FaceSim, TextSim, and Race Entropy. 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 | Anonymization | | Dataset (including any stated split) | Cal101 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. - [FaceSim](): Higher is better; unit: PERCENT. - [TextSim](): Higher is better; unit: PERCENT. - [Race Entropy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Unsafe2Safe (FreePrompt) | 94.926 | Not recorded | 69cb55850636e5bf4afca46f | | Unsafe2Safe (FreePrompt) | 94.849 | Not recorded | 69cb55850636e5bf4afca46f | | FaceAnonSimple | 94.849 | Not recorded | 69cb55850636e5bf4afca46f | | Unsafe2Safe (FlowEdit) | 94.792 | Not recorded | 69cb55850636e5bf4afca46f | | DeepPrivacy2 | 94.601 | Not recorded | 69cb55850636e5bf4afca46f | | Unsafe2Safe (FreePrompt) | 94.506 | Not recorded | 69cb55850636e5bf4afca46f | | Unsafe2Safe (OminiControl) | 94.506 | Not recorded | 69cb55850636e5bf4afca46f | | Unsafe2Safe (FlowEdit) | 94.487 | Not recorded | 69cb55850636e5bf4afca46f | | Unsafe2Safe (FlowEdit) | 94.334 | Not recorded | 69cb55850636e5bf4afca46f | | Raw Images | 94.277 | Not recorded | 69cb55850636e5bf4afca46f | | Unsafe2Safe (FreePrompt) | 94.105 | Not recorded | 69cb55850636e5bf4afca46f | | Unsafe2Safe (FlowEdit) | 93.857 | Not recorded | 69cb55850636e5bf4afca46f | | Unsafe2Safe (FreePrompt) | 93.857 | Not recorded | 69cb55850636e5bf4afca46f | | Unsafe2Safe (FlowEdit) | 92.884 | Not recorded | 69cb55850636e5bf4afca46f | ### Unsafe2Safe (FreePrompt) Accuracy: 94.926. Result ID: 69cbbf1c47f34ce924b560e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text Prior":"c\_private"}. This record does not assert independent reproduction. ### Unsafe2Safe (FreePrompt) Accuracy: 94.849. Result ID: 69cbbf1c47f34ce924b560e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text Prior":"c\_public"}. This record does not assert independent reproduction. ### FaceAnonSimple Accuracy: 94.849. Result ID: 69cbbf1c47f34ce924b560e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Unsafe2Safe (FlowEdit) Accuracy: 94.792. Result ID: 69cbbf1c47f34ce924b560e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text Prior":"c\_edit"}. This record does not assert independent reproduction. ### DeepPrivacy2 Accuracy: 94.601. Result ID: 69cbbf1c47f34ce924b560e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Unsafe2Safe (FreePrompt) Accuracy: 94.506. Result ID: 69cbbf1c47f34ce924b560e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text Prior":"class"}. This record does not assert independent reproduction. ### Unsafe2Safe (OminiControl) Accuracy: 94.506. Result ID: 69cbbf1c47f34ce924b560e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text Prior":"c\_edit","finetuned":true}. This record does not assert independent reproduction. ### Unsafe2Safe (FlowEdit) Accuracy: 94.487. Result ID: 69cbbf1c47f34ce924b560df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text Prior":"c\_public"}. This record does not assert independent reproduction. ### Unsafe2Safe (FlowEdit) Accuracy: 94.334. Result ID: 69cbbf1c47f34ce924b560dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text Prior":"c\_private"}. This record does not assert independent reproduction. ### Raw Images Accuracy: 94.277. Result ID: 69cbbf1c47f34ce924b560dc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Unsafe2Safe (FreePrompt) Accuracy: 94.105. Result ID: 69cbbf1c47f34ce924b560e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text Prior":"LLM (c\_edit, c\_public)"}. This record does not assert independent reproduction. ### Unsafe2Safe (FlowEdit) Accuracy: 93.857. Result ID: 69cbbf1c47f34ce924b560de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text Prior":"class"}. This record does not assert independent reproduction. ### Unsafe2Safe (FreePrompt) Accuracy: 93.857. Result ID: 69cbbf1c47f34ce924b560e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text Prior":"c\_edit"}. This record does not assert independent reproduction. ### Unsafe2Safe (FlowEdit) Accuracy: 92.884. Result ID: 69cbbf1c47f34ce924b560e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Text Prior":"LLM (c\_edit, c\_public)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.