# Machine Unlearning on ImageNet-100 (forgetting test) Source: [Machine Unlearning on ImageNet-100 (forgetting test)]() Collection index: [llms.txt]() Data updated: 2026-05-13T10:24:29.640Z Evaluation of Machine Unlearning performance on the test split of the ImageNet-100 dataset, focusing on forgetting metrics like UA, RA, and MIA. 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 | Machine Unlearning | | Dataset (including any stated split) | ImageNet-100 forgetting (test) | | Metric | UA | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [UA](): Higher is better; unit: PERCENT. - [UA (Test)](): Higher is better; unit: PERCENT. - [RA](): Higher is better; unit: PERCENT. - [TA](): Higher is better; unit: PERCENT. - [MIA](): Higher is better; unit: PERCENT. - [Average Gap](): Lower is better; unit: SCALAR. - [RTE](): Lower is better; unit: SCALAR. ## Recorded results | Method | UA | Result date | Report paper | | --- | --- | --- | --- | | RT | 100 | Not recorded | 68fa789e1e209131cea795fa | | GA | 100 | Not recorded | 68fa789e1e209131cea795fa | | SFRon | 100 | Not recorded | 68fa789e1e209131cea795fa | | MCU | 100 | Not recorded | 68fa789e1e209131cea795fa | | MCUβ | 100 | Not recorded | 68fa789e1e209131cea795fa | | NegTV | 97.85 | Not recorded | 68fa789e1e209131cea795fa | | NegGrad+ | 97.46 | Not recorded | 68fa789e1e209131cea795fa | | RL | 96.15 | Not recorded | 68fa789e1e209131cea795fa | | SalUn | 95.35 | Not recorded | 68fa789e1e209131cea795fa | | FT | 80.69 | Not recorded | 68fa789e1e209131cea795fa | ### RT UA: 100. Result ID: 6a0450f647f34ce924eac9f1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Scenario":"class-wise"}. This record does not assert independent reproduction. ### GA UA: 100. Result ID: 6a0450f647f34ce924eac9f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Scenario":"class-wise"}. This record does not assert independent reproduction. ### SFRon UA: 100. Result ID: 6a0450f647f34ce924eac9f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Scenario":"class-wise"}. This record does not assert independent reproduction. ### MCU UA: 100. Result ID: 6a0450f647f34ce924eac9f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Scenario":"class-wise"}. This record does not assert independent reproduction. ### MCUβ UA: 100. Result ID: 6a0450f647f34ce924eac9fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Scenario":"class-wise"}. This record does not assert independent reproduction. ### NegTV UA: 97.85. Result ID: 6a0450f647f34ce924eac9f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Scenario":"class-wise"}. This record does not assert independent reproduction. ### NegGrad+ UA: 97.46. Result ID: 6a0450f647f34ce924eac9f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Scenario":"class-wise"}. This record does not assert independent reproduction. ### RL UA: 96.15. Result ID: 6a0450f647f34ce924eac9f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Scenario":"class-wise"}. This record does not assert independent reproduction. ### SalUn UA: 95.35. Result ID: 6a0450f647f34ce924eac9f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Scenario":"class-wise"}. This record does not assert independent reproduction. ### FT UA: 80.69. Result ID: 6a0450f647f34ce924eac9f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Scenario":"class-wise"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.