# Machine Unlearning on ImageNet-1K 1.0 (train test) Source: [Machine Unlearning on ImageNet-1K 1.0 (train test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:52.659Z Evaluation of Machine Unlearning performance on the ImageNet-1K version 1.0 training and test sets, focusing on retention and forgetting accuracy metrics (Acc^tr/te\_rm/fg) and model parameter size. 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-1K 1.0 (train test) | | Metric | Acc (Train, Retained) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Acc (Train, Retained)](): Higher is better; unit: PERCENT. - [Acc (Train, Forgotten)](): Higher is better; unit: PERCENT. - [Acc (Test, Retained)](): Higher is better; unit: PERCENT. - [Acc (Test, Forgotten)](): Higher is better; unit: PERCENT. - [Average Metric G](): Higher is better; unit: SCALAR. - [Residual/Related Task Error (RTE)](): Lower is better; unit: SCALAR. - [Model Parameters (Count)](): Higher is better; unit: SIZE. ## Recorded results | Method | Acc (Train, Retained) | Result date | Report paper | | --- | --- | --- | --- | | retrained | 80.25 | Not recorded | 69802fbfa8b01e76cc8e1752 | | LOFT | 79.96 | Not recorded | 69802fbfa8b01e76cc8e1752 | | pretrained | 77.92 | Not recorded | 69802fbfa8b01e76cc8e1752 | | DELETE | 72.46 | Not recorded | 69802fbfa8b01e76cc8e1752 | | RL | 72.11 | Not recorded | 69802fbfa8b01e76cc8e1752 | | BT | 72.07 | Not recorded | 69802fbfa8b01e76cc8e1752 | | GA | 71.87 | Not recorded | 69802fbfa8b01e76cc8e1752 | | SalUn | 71.56 | Not recorded | 69802fbfa8b01e76cc8e1752 | | COUN+RL | 70.04 | Not recorded | 69802fbfa8b01e76cc8e1752 | ### retrained Acc (Train, Retained): 80.25. Result ID: 6998efcd5698665ec4547adf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Access to Drm":true,"Access to Dfg":false}. This record does not assert independent reproduction. ### LOFT Acc (Train, Retained): 79.96. Result ID: 6998efcd5698665ec4547ae6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Access to Drm":"only Sigma\_pre\_rm","Access to Dfg":"only Sigma\_pre\_fg"}. This record does not assert independent reproduction. ### pretrained Acc (Train, Retained): 77.92. Result ID: 6998efcd5698665ec4547ade. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Access to Drm":true,"Access to Dfg":true}. This record does not assert independent reproduction. ### DELETE Acc (Train, Retained): 72.46. Result ID: 6998efcd5698665ec4547ae5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Access to Drm":false,"Access to Dfg":true}. This record does not assert independent reproduction. ### RL Acc (Train, Retained): 72.11. Result ID: 6998efcd5698665ec4547ae1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Access to Drm":false,"Access to Dfg":true}. This record does not assert independent reproduction. ### BT Acc (Train, Retained): 72.07. Result ID: 6998efcd5698665ec4547ae3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Access to Drm":false,"Access to Dfg":true}. This record does not assert independent reproduction. ### GA Acc (Train, Retained): 71.87. Result ID: 6998efcd5698665ec4547ae0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Access to Drm":false,"Access to Dfg":true}. This record does not assert independent reproduction. ### SalUn Acc (Train, Retained): 71.56. Result ID: 6998efcd5698665ec4547ae2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Access to Drm":false,"Access to Dfg":true}. This record does not assert independent reproduction. ### COUN+RL Acc (Train, Retained): 70.04. Result ID: 6998efcd5698665ec4547ae4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Access to Drm":false,"Access to Dfg":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.