# Machine Unlearning on ImageNet Retain set Source: [Machine Unlearning on ImageNet Retain set]() Collection index: [llms.txt]() Data updated: 2026-05-15T08:02:48.867Z Evaluation of Machine Unlearning performance specifically on the designated 'Retain set' subset of ImageNet, focusing on retention accuracy (Ar). 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 Retain set | | Metric | Zero-Shot Retention Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 - [Zero-Shot Retention Accuracy](): Higher is better; unit: PERCENT. - [Retention Accuracy](): Higher is better; unit: PERCENT. - [Normalized Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Zero-Shot Retention Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Original | 54.67 | Not recorded | 6a06a8a6dbc836b87d82a154 | | ICED | 53.67 | Not recorded | 6a06a8a6dbc836b87d82a154 | | CLIP-LIP | 52.77 | Not recorded | 6a06a8a6dbc836b87d82a154 | | CLIP-LIP | 50.84 | Not recorded | 6a06a8a6dbc836b87d82a154 | | ICED | 50.68 | Not recorded | 6a06a8a6dbc836b87d82a154 | | TIFS | 50.17 | Not recorded | 6a06a8a6dbc836b87d82a154 | | Original | 48.67 | Not recorded | 6a06a8a6dbc836b87d82a154 | | TIFS | 44.67 | Not recorded | 6a06a8a6dbc836b87d82a154 | | GA | 38.76 | Not recorded | 6a06a8a6dbc836b87d82a154 | | EMMN | 36.67 | Not recorded | 6a06a8a6dbc836b87d82a154 | | GA | 35.4 | Not recorded | 6a06a8a6dbc836b87d82a154 | | EMMN | 29.33 | Not recorded | 6a06a8a6dbc836b87d82a154 | | LIP | 1.75 | Not recorded | 6a06a8a6dbc836b87d82a154 | | FT | 0.51 | Not recorded | 6a06a8a6dbc836b87d82a154 | | Fisher | 0.38 | Not recorded | 6a06a8a6dbc836b87d82a154 | | Fisher | 0.34 | Not recorded | 6a06a8a6dbc836b87d82a154 | | LIP | 0.27 | Not recorded | 6a06a8a6dbc836b87d82a154 | | FT | 0.26 | Not recorded | 6a06a8a6dbc836b87d82a154 | ### Original Zero-Shot Retention Accuracy: 54.67. Result ID: 6a06d31d47f34ce924ee487b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### ICED Zero-Shot Retention Accuracy: 53.67. Result ID: 6a06d31d47f34ce924ee4883. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### CLIP-LIP Zero-Shot Retention Accuracy: 52.77. Result ID: 6a06d31d47f34ce924ee4878. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### CLIP-LIP Zero-Shot Retention Accuracy: 50.84. Result ID: 6a06d31d47f34ce924ee4881. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### ICED Zero-Shot Retention Accuracy: 50.68. Result ID: 6a06d31d47f34ce924ee487a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### TIFS Zero-Shot Retention Accuracy: 50.17. Result ID: 6a06d31d47f34ce924ee4882. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### Original Zero-Shot Retention Accuracy: 48.67. Result ID: 6a06d31d47f34ce924ee4872. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### TIFS Zero-Shot Retention Accuracy: 44.67. Result ID: 6a06d31d47f34ce924ee4879. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### GA Zero-Shot Retention Accuracy: 38.76. Result ID: 6a06d31d47f34ce924ee487d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### EMMN Zero-Shot Retention Accuracy: 36.67. Result ID: 6a06d31d47f34ce924ee4877. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### GA Zero-Shot Retention Accuracy: 35.4. Result ID: 6a06d31d47f34ce924ee4874. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### EMMN Zero-Shot Retention Accuracy: 29.33. Result ID: 6a06d31d47f34ce924ee4880. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### LIP Zero-Shot Retention Accuracy: 1.75. Result ID: 6a06d31d47f34ce924ee4876. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### FT Zero-Shot Retention Accuracy: 0.51. Result ID: 6a06d31d47f34ce924ee487c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### Fisher Zero-Shot Retention Accuracy: 0.38. Result ID: 6a06d31d47f34ce924ee487e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### Fisher Zero-Shot Retention Accuracy: 0.34. Result ID: 6a06d31d47f34ce924ee4875. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### LIP Zero-Shot Retention Accuracy: 0.27. Result ID: 6a06d31d47f34ce924ee487f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### FT Zero-Shot Retention Accuracy: 0.26. Result ID: 6a06d31d47f34ce924ee4873. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.