# Task-Free Continual Learning on ImageNet-R Si-Blurry Source: [Task-Free Continual Learning on ImageNet-R Si-Blurry]() Collection index: [llms.txt]() Data updated: 2026-06-09T11:04:29.325Z Evaluation of Task-Free Continual Learning performance on the ImageNet-R Si-Blurry dataset, reporting metrics AAUC and ALast. 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 | Task-Free Continual Learning | | Dataset (including any stated split) | ImageNet-R Si-Blurry | | Metric | AAUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [AAUC](): Higher is better; unit: PERCENT. - [ALast](): Higher is better; unit: PERCENT. ## Recorded results | Method | AAUC | Result date | Report paper | | --- | --- | --- | --- | | MVP-R+L.M. | 51.86 | Not recorded | 6a279e8f90966ade919bfc71 | | MVP-R+L.M. | 49.16 | Not recorded | 6a279e8f90966ade919bfc71 | | MVP-R | 48.11 | Not recorded | 6a279e8f90966ade919bfc71 | | MVP-R | 46.49 | Not recorded | 6a279e8f90966ade919bfc71 | | ER | 45.74 | Not recorded | 6a279e8f90966ade919bfc71 | | CLIB | 42.69 | Not recorded | 6a279e8f90966ade919bfc71 | | MVP+L.M. | 41.66 | Not recorded | 6a279e8f90966ade919bfc71 | | ER | 40.31 | Not recorded | 6a279e8f90966ade919bfc71 | | MVP | 38.43 | Not recorded | 6a279e8f90966ade919bfc71 | | CLIB | 37.18 | Not recorded | 6a279e8f90966ade919bfc71 | | LwF | 31.61 | Not recorded | 6a279e8f90966ade919bfc71 | | EWC++ | 30.2 | Not recorded | 6a279e8f90966ade919bfc71 | | L2P | 29.65 | Not recorded | 6a279e8f90966ade919bfc71 | | Linear Probing | 29.24 | Not recorded | 6a279e8f90966ade919bfc71 | | RM | 27.88 | Not recorded | 6a279e8f90966ade919bfc71 | | EWC++ | 18.62 | Not recorded | 6a279e8f90966ade919bfc71 | | RM | 18.31 | Not recorded | 6a279e8f90966ade919bfc71 | | Finetuning | 7.51 | Not recorded | 6a279e8f90966ade919bfc71 | ### MVP-R+L.M. AAUC: 51.86. Result ID: 6a27f2cffbc373592c259e4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"2,000"}. This record does not assert independent reproduction. ### MVP-R+L.M. AAUC: 49.16. Result ID: 6a27f2cffbc373592c259e45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"500"}. This record does not assert independent reproduction. ### MVP-R AAUC: 48.11. Result ID: 6a27f2cffbc373592c259e4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"2,000"}. This record does not assert independent reproduction. ### MVP-R AAUC: 46.49. Result ID: 6a27f2cffbc373592c259e44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"500"}. This record does not assert independent reproduction. ### ER AAUC: 45.74. Result ID: 6a27f2cffbc373592c259e46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"2,000"}. This record does not assert independent reproduction. ### CLIB AAUC: 42.69. Result ID: 6a27f2cffbc373592c259e49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"2,000"}. This record does not assert independent reproduction. ### MVP+L.M. AAUC: 41.66. Result ID: 6a27f2cffbc373592c259e3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"0"}. This record does not assert independent reproduction. ### ER AAUC: 40.31. Result ID: 6a27f2cffbc373592c259e40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"500"}. This record does not assert independent reproduction. ### MVP AAUC: 38.43. Result ID: 6a27f2cffbc373592c259e3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"0"}. This record does not assert independent reproduction. ### CLIB AAUC: 37.18. Result ID: 6a27f2cffbc373592c259e43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"500"}. This record does not assert independent reproduction. ### LwF AAUC: 31.61. Result ID: 6a27f2cffbc373592c259e3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"0"}. This record does not assert independent reproduction. ### EWC++ AAUC: 30.2. Result ID: 6a27f2cffbc373592c259e47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"2,000"}. This record does not assert independent reproduction. ### L2P AAUC: 29.65. Result ID: 6a27f2cffbc373592c259e3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer Size":"0"}. This record does not assert independent reproduction. ### Linear Probing AAUC: 29.24. Result ID: 6a27f2cffbc373592c259e3b. [Reporting paper]() Recorded evaluation configuration: {"Buffer Size":"0"}. This record does not assert independent reproduction. ### RM AAUC: 27.88. Result ID: 6a27f2cffbc373592c259e48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer Size":"2,000"}. This record does not assert independent reproduction. ### EWC++ AAUC: 18.62. Result ID: 6a27f2cffbc373592c259e41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"500"}. This record does not assert independent reproduction. ### RM AAUC: 18.31. Result ID: 6a27f2cffbc373592c259e42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer Size":"500"}. This record does not assert independent reproduction. ### Finetuning AAUC: 7.51. Result ID: 6a27f2cffbc373592c259e3a. [Reporting paper]() Recorded evaluation configuration: {"Buffer Size":"0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.