# Machine Unlearning on ImageNet-100 (test) Source: [Machine Unlearning on ImageNet-100 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-13T10:24:29.869Z Evaluation of Machine Unlearning performance on the test split of the ImageNet-100 dataset, measured using metrics including UA, RA, TA, MIA, Avg. Gap, and RTE. 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 (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. - [RA](): Higher is better; unit: PERCENT. - [TA](): Higher is better; unit: PERCENT. - [MIA](): Lower 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 | | --- | --- | --- | --- | | SFRon | 25.77 | Not recorded | 68fa789e1e209131cea795fa | | GA | 12.42 | Not recorded | 68fa789e1e209131cea795fa | | NegGrad+ | 12.12 | Not recorded | 68fa789e1e209131cea795fa | | RT | 11.89 | Not recorded | 68fa789e1e209131cea795fa | | MCU | 11.78 | Not recorded | 68fa789e1e209131cea795fa | | MCUβ | 10.98 | Not recorded | 68fa789e1e209131cea795fa | | NegTV | 10.06 | Not recorded | 68fa789e1e209131cea795fa | | RL | 9.54 | Not recorded | 68fa789e1e209131cea795fa | | FT | 8.87 | Not recorded | 68fa789e1e209131cea795fa | | SalUn | 8.85 | Not recorded | 68fa789e1e209131cea795fa | ### SFRon UA: 25.77. Result ID: 6a0450f647f34ce924eaca3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Ratio":"20%"}. This record does not assert independent reproduction. ### GA UA: 12.42. Result ID: 6a0450f647f34ce924eaca3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Ratio":"20%"}. This record does not assert independent reproduction. ### NegGrad+ UA: 12.12. Result ID: 6a0450f647f34ce924eaca3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Ratio":"20%"}. This record does not assert independent reproduction. ### RT UA: 11.89. Result ID: 6a0450f647f34ce924eaca37. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Ratio":"20%"}. This record does not assert independent reproduction. ### MCU UA: 11.78. Result ID: 6a0450f647f34ce924eaca3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Ratio":"20%"}. This record does not assert independent reproduction. ### MCUβ UA: 10.98. Result ID: 6a0450f647f34ce924eaca40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Ratio":"20%"}. This record does not assert independent reproduction. ### NegTV UA: 10.06. Result ID: 6a0450f647f34ce924eaca3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Ratio":"20%"}. This record does not assert independent reproduction. ### RL UA: 9.54. Result ID: 6a0450f647f34ce924eaca39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Ratio":"20%"}. This record does not assert independent reproduction. ### FT UA: 8.87. Result ID: 6a0450f647f34ce924eaca38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Ratio":"20%"}. This record does not assert independent reproduction. ### SalUn UA: 8.85. Result ID: 6a0450f647f34ce924eaca3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT","Forgetting Ratio":"20%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.