# Class-incremental Learning on ImageNet-100 (B=5, C=5) Source: [Class-incremental Learning on ImageNet-100 (B=5, C=5)]() Collection index: [llms.txt]() Data updated: 2026-02-27T09:02:31.590Z Evaluation of Class-Incremental Learning performance on the specific ImageNet-100 subset defined by B=5 classes and C=5 tasks/steps, reporting Average incremental accuracy, Last-step accuracy, and Forgetting rate. 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 | Class-incremental Learning | | Dataset (including any stated split) | ImageNet-100 B=5, C=5 1.0 | | Metric | Average Incremental Accuracy | | 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 - [Average Incremental Accuracy](): Higher is better; unit: PERCENT. - [Last-Step Accuracy](): Higher is better; unit: PERCENT. - [Forgetting Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | Average Incremental Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DyTox w/ LingoCL | 76.2 | Not recorded | 68fa729c1e209131cea577e0 | | DyTox | 75.4 | Not recorded | 68fa729c1e209131cea577e0 | | BiC w/ LingoCL | 61.9 | Not recorded | 68fa729c1e209131cea577e0 | | BiC | 59 | Not recorded | 68fa729c1e209131cea577e0 | | LUCIR w/ LingoCL | 53.6 | Not recorded | 68fa729c1e209131cea577e0 | | IL2M w/ LingoCL | 51.7 | Not recorded | 68fa729c1e209131cea577e0 | | AANet w/ LingoCL | 50.1 | Not recorded | 68fa729c1e209131cea577e0 | | BiMeCo w/ LingoCL | 49.8 | Not recorded | 68fa729c1e209131cea577e0 | | AANet | 48.5 | Not recorded | 68fa729c1e209131cea577e0 | | BiMeCo | 47.6 | Not recorded | 68fa729c1e209131cea577e0 | | LUCIR | 47.5 | Not recorded | 68fa729c1e209131cea577e0 | | IL2M | 46.4 | Not recorded | 68fa729c1e209131cea577e0 | | CwD w/ LingoCL | 41 | Not recorded | 68fa729c1e209131cea577e0 | | CwD | 38.9 | Not recorded | 68fa729c1e209131cea577e0 | ### DyTox w/ LingoCL Average Incremental Accuracy: 76.2. Result ID: 69a15da235dfcabb00e69084. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Architecture-based"}. This record does not assert independent reproduction. ### DyTox Average Incremental Accuracy: 75.4. Result ID: 69a15da235dfcabb00e69083. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Architecture-based"}. This record does not assert independent reproduction. ### BiC w/ LingoCL Average Incremental Accuracy: 61.9. Result ID: 69a15da235dfcabb00e6908a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Distillation-based"}. This record does not assert independent reproduction. ### BiC Average Incremental Accuracy: 59. Result ID: 69a15da235dfcabb00e69089. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Distillation-based"}. This record does not assert independent reproduction. ### LUCIR w/ LingoCL Average Incremental Accuracy: 53.6. Result ID: 69a15da235dfcabb00e69088. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Distillation-based"}. This record does not assert independent reproduction. ### IL2M w/ LingoCL Average Incremental Accuracy: 51.7. Result ID: 69a15da235dfcabb00e6908e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Rectification-based"}. This record does not assert independent reproduction. ### AANet w/ LingoCL Average Incremental Accuracy: 50.1. Result ID: 69a15da235dfcabb00e69082. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Architecture-based"}. This record does not assert independent reproduction. ### BiMeCo w/ LingoCL Average Incremental Accuracy: 49.8. Result ID: 69a15da235dfcabb00e69086. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Architecture-based"}. This record does not assert independent reproduction. ### AANet Average Incremental Accuracy: 48.5. Result ID: 69a15da235dfcabb00e69081. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Architecture-based"}. This record does not assert independent reproduction. ### BiMeCo Average Incremental Accuracy: 47.6. Result ID: 69a15da235dfcabb00e69085. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Architecture-based"}. This record does not assert independent reproduction. ### LUCIR Average Incremental Accuracy: 47.5. Result ID: 69a15da235dfcabb00e69087. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Distillation-based"}. This record does not assert independent reproduction. ### IL2M Average Incremental Accuracy: 46.4. Result ID: 69a15da235dfcabb00e6908d. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Rectification-based"}. This record does not assert independent reproduction. ### CwD w/ LingoCL Average Incremental Accuracy: 41. Result ID: 69a15da235dfcabb00e6908c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Rectification-based"}. This record does not assert independent reproduction. ### CwD Average Incremental Accuracy: 38.9. Result ID: 69a15da235dfcabb00e6908b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Rectification-based"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.