# General Continual Learning on ImageNet-R Source: [General Continual Learning on ImageNet-R]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:21:37.832Z Evaluation of General Continual Learning performance on the ImageNet-R dataset, typically measured using AAUC and ALast metrics. 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 | General Continual Learning | | Dataset (including any stated split) | ImageNet-R | | Metric | AAUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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: SCALAR. - [ALast](): Higher is better; unit: SCALAR. ## Recorded results | Method | AAUC | Result date | Report paper | | --- | --- | --- | --- | | MISA w/ MePo | 64.23 | Not recorded | 698abc0bc97a0b3e3b5de386 | | Deep L2P w/ MePo | 62.71 | Not recorded | 698abc0bc97a0b3e3b5de386 | | MVP w/ MePo | 61.28 | Not recorded | 698abc0bc97a0b3e3b5de386 | | Deep L2P w/ MePo | 58.71 | Not recorded | 698abc0bc97a0b3e3b5de386 | | MISA w/ MePo | 57 | Not recorded | 698abc0bc97a0b3e3b5de386 | | Deep L2P w/ MePo | 55.3 | Not recorded | 698abc0bc97a0b3e3b5de386 | | MISA w/ MePo | 54.86 | Not recorded | 698abc0bc97a0b3e3b5de386 | | DualPrompt w/ MePo | 54.75 | Not recorded | 698abc0bc97a0b3e3b5de386 | | MVP w/ MePo | 53.75 | Not recorded | 698abc0bc97a0b3e3b5de386 | | MISA | 51.52 | Not recorded | 698abc0bc97a0b3e3b5de386 | | MVP | 51.26 | Not recorded | 698abc0bc97a0b3e3b5de386 | | MISA | 50.87 | Not recorded | 698abc0bc97a0b3e3b5de386 | | CODA-P | 50.11 | Not recorded | 698abc0bc97a0b3e3b5de386 | | DualPrompt | 49.52 | Not recorded | 698abc0bc97a0b3e3b5de386 | | DualPrompt w/ MePo | 48.06 | Not recorded | 698abc0bc97a0b3e3b5de386 | | Seq FT (SL) | 47.2 | Not recorded | 698abc0bc97a0b3e3b5de386 | | MVP w/ MePo | 46.35 | Not recorded | 698abc0bc97a0b3e3b5de386 | | DualPrompt w/ MePo | 44.65 | Not recorded | 698abc0bc97a0b3e3b5de386 | | MVP | 43.89 | Not recorded | 698abc0bc97a0b3e3b5de386 | | Deep L2P | 42.74 | Not recorded | 698abc0bc97a0b3e3b5de386 | | Deep L2P | 42.39 | Not recorded | 698abc0bc97a0b3e3b5de386 | | MVP | 41.5 | Not recorded | 698abc0bc97a0b3e3b5de386 | | DualPrompt | 41.33 | Not recorded | 698abc0bc97a0b3e3b5de386 | | MISA | 40.94 | Not recorded | 698abc0bc97a0b3e3b5de386 | | DualPrompt | 38.63 | Not recorded | 698abc0bc97a0b3e3b5de386 | | Deep L2P | 33.68 | Not recorded | 698abc0bc97a0b3e3b5de386 | | Linear Probe | 29.24 | Not recorded | 698abc0bc97a0b3e3b5de386 | | Seq FT | 7.51 | Not recorded | 698abc0bc97a0b3e3b5de386 | ### MISA w/ MePo AAUC: 64.23. Result ID: 6995fc745698665ec431c928. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21/1K"}. This record does not assert independent reproduction. ### Deep L2P w/ MePo AAUC: 62.71. Result ID: 6995fc745698665ec431c922. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21/1K"}. This record does not assert independent reproduction. ### MVP w/ MePo AAUC: 61.28. Result ID: 6995fc745698665ec431c926. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21/1K"}. This record does not assert independent reproduction. ### Deep L2P w/ MePo AAUC: 58.71. Result ID: 6995fc745698665ec431c91a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21K"}. This record does not assert independent reproduction. ### MISA w/ MePo AAUC: 57. Result ID: 6995fc745698665ec431c930. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"iBOT-21K"}. This record does not assert independent reproduction. ### Deep L2P w/ MePo AAUC: 55.3. Result ID: 6995fc745698665ec431c92a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"iBOT-21K"}. This record does not assert independent reproduction. ### MISA w/ MePo AAUC: 54.86. Result ID: 6995fc745698665ec431c920. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21K"}. This record does not assert independent reproduction. ### DualPrompt w/ MePo AAUC: 54.75. Result ID: 6995fc745698665ec431c924. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21/1K"}. This record does not assert independent reproduction. ### MVP w/ MePo AAUC: 53.75. Result ID: 6995fc745698665ec431c92e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"iBOT-21K"}. This record does not assert independent reproduction. ### MISA AAUC: 51.52. Result ID: 6995fc745698665ec431c91f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21K"}. This record does not assert independent reproduction. ### MVP AAUC: 51.26. Result ID: 6995fc745698665ec431c925. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21/1K"}. This record does not assert independent reproduction. ### MISA AAUC: 50.87. Result ID: 6995fc745698665ec431c927. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21/1K"}. This record does not assert independent reproduction. ### CODA-P AAUC: 50.11. Result ID: 6995fc745698665ec431c918. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21K"}. This record does not assert independent reproduction. ### DualPrompt AAUC: 49.52. Result ID: 6995fc745698665ec431c923. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21/1K"}. This record does not assert independent reproduction. ### DualPrompt w/ MePo AAUC: 48.06. Result ID: 6995fc745698665ec431c92c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"iBOT-21K"}. This record does not assert independent reproduction. ### Seq FT (SL) AAUC: 47.2. Result ID: 6995fc745698665ec431c917. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21K"}. This record does not assert independent reproduction. ### MVP w/ MePo AAUC: 46.35. Result ID: 6995fc745698665ec431c91e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21K"}. This record does not assert independent reproduction. ### DualPrompt w/ MePo AAUC: 44.65. Result ID: 6995fc745698665ec431c91c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21K"}. This record does not assert independent reproduction. ### MVP AAUC: 43.89. Result ID: 6995fc745698665ec431c92d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"iBOT-21K"}. This record does not assert independent reproduction. ### Deep L2P AAUC: 42.74. Result ID: 6995fc745698665ec431c921. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"Sup-21/1K"}. This record does not assert independent reproduction. ### Deep L2P AAUC: 42.39. Result ID: 6995fc745698665ec431c919. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"Sup-21K"}. This record does not assert independent reproduction. ### MVP AAUC: 41.5. Result ID: 6995fc745698665ec431c91d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21K"}. This record does not assert independent reproduction. ### DualPrompt AAUC: 41.33. Result ID: 6995fc745698665ec431c92b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"iBOT-21K"}. This record does not assert independent reproduction. ### MISA AAUC: 40.94. Result ID: 6995fc745698665ec431c92f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"iBOT-21K"}. This record does not assert independent reproduction. ### DualPrompt AAUC: 38.63. Result ID: 6995fc745698665ec431c91b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"PTM":"Sup-21K"}. This record does not assert independent reproduction. ### Deep L2P AAUC: 33.68. Result ID: 6995fc745698665ec431c929. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"iBOT-21K"}. This record does not assert independent reproduction. ### Linear Probe AAUC: 29.24. Result ID: 6995fc745698665ec431c916. [Reporting paper]() Recorded evaluation configuration: {"PTM":"Sup-21K"}. This record does not assert independent reproduction. ### Seq FT AAUC: 7.51. Result ID: 6995fc745698665ec431c915. [Reporting paper]() Recorded evaluation configuration: {"PTM":"Sup-21K"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.