# Continual Learning on ImageNet-R 10 tasks 1.0 (test) Source: [Continual Learning on ImageNet-R 10 tasks 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:21:36.427Z Evaluation of Continual Learning performance on the test split of the ImageNet-R dataset structured across 10 tasks, measured using ACC10 and Average ACC10. 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 10 tasks 1.0 (test) | | Metric | ACC10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [ACC10](): Higher is better; unit: PERCENT. - [Average ACC10](): Higher is better; unit: PERCENT. ## Recorded results | Method | ACC10 | Result date | Report paper | | --- | --- | --- | --- | | InfLoRA | 71.84 | Not recorded | 68fa72bb1e209131cea58354 | | InfLoRA-b5 | 69.72 | Not recorded | 68fa72bb1e209131cea58354 | | C-LoRA | 68.6 | Not recorded | 68fa72bb1e209131cea58354 | | InfLoRA | 68.31 | Not recorded | 68fa72bb1e209131cea58354 | | CODA-P | 68.02 | Not recorded | 68fa72bb1e209131cea58354 | | InfLoRA-b5 | 66.16 | Not recorded | 68fa72bb1e209131cea58354 | | LAE | 64.14 | Not recorded | 68fa72bb1e209131cea58354 | | CODA-P | 64.02 | Not recorded | 68fa72bb1e209131cea58354 | | DualPrompt | 63.78 | Not recorded | 68fa72bb1e209131cea58354 | | C-LoRA | 63.07 | Not recorded | 68fa72bb1e209131cea58354 | | LAE | 61.03 | Not recorded | 68fa72bb1e209131cea58354 | | L2P | 60.8 | Not recorded | 68fa72bb1e209131cea58354 | | DualPrompt | 60.23 | Not recorded | 68fa72bb1e209131cea58354 | | L2P | 56.71 | Not recorded | 68fa72bb1e209131cea58354 | ### InfLoRA ACC10: 71.84. Result ID: 6992738c3a6c3148490f09d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained model":"iBOT-1k"}. This record does not assert independent reproduction. ### InfLoRA-b5 ACC10: 69.72. Result ID: 6992738c3a6c3148490f09d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained model":"iBOT-1k"}. This record does not assert independent reproduction. ### C-LoRA ACC10: 68.6. Result ID: 6992738c3a6c3148490f09d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained model":"iBOT-1k"}. This record does not assert independent reproduction. ### InfLoRA ACC10: 68.31. Result ID: 6992738c3a6c3148490f09d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained model":"DINO-1k"}. This record does not assert independent reproduction. ### CODA-P ACC10: 68.02. Result ID: 6992738c3a6c3148490f09d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained model":"iBOT-1k"}. This record does not assert independent reproduction. ### InfLoRA-b5 ACC10: 66.16. Result ID: 6992738c3a6c3148490f09d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained model":"DINO-1k"}. This record does not assert independent reproduction. ### LAE ACC10: 64.14. Result ID: 6992738c3a6c3148490f09d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained model":"iBOT-1k"}. This record does not assert independent reproduction. ### CODA-P ACC10: 64.02. Result ID: 6992738c3a6c3148490f09ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained model":"DINO-1k"}. This record does not assert independent reproduction. ### DualPrompt ACC10: 63.78. Result ID: 6992738c3a6c3148490f09d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained model":"iBOT-1k"}. This record does not assert independent reproduction. ### C-LoRA ACC10: 63.07. Result ID: 6992738c3a6c3148490f09cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained model":"DINO-1k"}. This record does not assert independent reproduction. ### LAE ACC10: 61.03. Result ID: 6992738c3a6c3148490f09d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained model":"DINO-1k"}. This record does not assert independent reproduction. ### L2P ACC10: 60.8. Result ID: 6992738c3a6c3148490f09d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained model":"iBOT-1k"}. This record does not assert independent reproduction. ### DualPrompt ACC10: 60.23. Result ID: 6992738c3a6c3148490f09cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained model":"DINO-1k"}. This record does not assert independent reproduction. ### L2P ACC10: 56.71. Result ID: 6992738c3a6c3148490f09cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained model":"DINO-1k"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.