# Continual Learning on ImageNet-R 50 tasks Source: [Continual Learning on ImageNet-R 50 tasks]() Collection index: [llms.txt]() Data updated: 2026-05-11T09:15:02.083Z Evaluation of Continual Learning performance on the ImageNet-R dataset structured across 50 tasks, measured using Accuracy and Forgetting. 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 | Continual Learning | | Dataset (including any stated split) | ImageNet-R 50 tasks | | Metric | Accuracy (Last Task) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 (Last Task)](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Forgetting](): Lower is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Last Task) | Result date | Report paper | | --- | --- | --- | --- | | SR2-LoRA | 74.85 | Not recorded | 6a01626bdbc836b87d822fb2 | | SSIAT | 74.52 | Not recorded | 6a01626bdbc836b87d822fb2 | | LoRA-DRS | 72.17 | Not recorded | 6a01626bdbc836b87d822fb2 | | MACIL | 70.1 | Not recorded | 6a01626bdbc836b87d822fb2 | | SLCA | 68.95 | Not recorded | 6a01626bdbc836b87d822fb2 | | EASE | 68.53 | Not recorded | 6a01626bdbc836b87d822fb2 | | CL-LoRA | 68.36 | Not recorded | 6a01626bdbc836b87d822fb2 | | MOS | 66.92 | Not recorded | 6a01626bdbc836b87d822fb2 | | InfLoRA | 61.91 | Not recorded | 6a01626bdbc836b87d822fb2 | | CODA-Prompt | 48.89 | Not recorded | 6a01626bdbc836b87d822fb2 | ### SR2-LoRA Accuracy (Last Task): 74.85. Result ID: 6a019dfc47f34ce924e3ba50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction. ### SSIAT Accuracy (Last Task): 74.52. Result ID: 6a019dfc47f34ce924e3ba4b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction. ### LoRA-DRS Accuracy (Last Task): 72.17. Result ID: 6a019dfc47f34ce924e3ba4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction. ### MACIL Accuracy (Last Task): 70.1. Result ID: 6a019dfc47f34ce924e3ba4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction. ### SLCA Accuracy (Last Task): 68.95. Result ID: 6a019dfc47f34ce924e3ba48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction. ### EASE Accuracy (Last Task): 68.53. Result ID: 6a019dfc47f34ce924e3ba4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction. ### CL-LoRA Accuracy (Last Task): 68.36. Result ID: 6a019dfc47f34ce924e3ba4c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction. ### MOS Accuracy (Last Task): 66.92. Result ID: 6a019dfc47f34ce924e3ba4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction. ### InfLoRA Accuracy (Last Task): 61.91. Result ID: 6a019dfc47f34ce924e3ba49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction. ### CODA-Prompt Accuracy (Last Task): 48.89. Result ID: 6a019dfc47f34ce924e3ba47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16-IN21K","Number of Tasks":"50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.