# Exemplar-Free Class Incremental Learning on TinyImageNet T=10 Source: [Exemplar-Free Class Incremental Learning on TinyImageNet T=10]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:47.885Z Evaluation of model performance on the TinyImageNet dataset configured for 10 tasks (T=10) under an Exemplar-Free Class-Incremental Learning setting, reporting metrics such as Alast and Ainc. 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 | Exemplar-Free Class Incremental Learning | | Dataset (including any stated split) | TinyImageNet T=10 | | Metric | Alast | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Alast](): Higher is better; unit: PERCENT. - [Ainc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Alast | Result date | Report paper | | --- | --- | --- | --- | | AdaGauss | 36.5 | Not recorded | 68fa756f1e209131cea67e7a | | EFC | 34.1 | Not recorded | 68fa756f1e209131cea67e7a | | DS-AL | 33.6 | Not recorded | 68fa756f1e209131cea67e7a | | ADC | 32.68 | Not recorded | 68fa736a1e209131cea5c5c5 | | FeTrIL | 31 | Not recorded | 68fa756f1e209131cea67e7a | | FeCAM | 30.8 | Not recorded | 68fa756f1e209131cea67e7a | | SDC | 28.15 | Not recorded | 68fa736a1e209131cea5c5c5 | | NCM | 28.07 | Not recorded | 68fa736a1e209131cea5c5c5 | | LwF | 27.75 | Not recorded | 68fa736a1e209131cea5c5c5 | | LwF | 26.1 | Not recorded | 68fa756f1e209131cea67e7a | | IL2A | 25.3 | Not recorded | 68fa756f1e209131cea67e7a | | PASS | 24.1 | Not recorded | 68fa756f1e209131cea67e7a | | FeCAM | 23.78 | Not recorded | 68fa736a1e209131cea5c5c5 | | FeTrIL | 23.6 | Not recorded | 68fa736a1e209131cea5c5c5 | | SSRE | 22.9 | Not recorded | 68fa756f1e209131cea67e7a | | EWC | 17.6 | Not recorded | 68fa756f1e209131cea67e7a | ### AdaGauss Alast: 36.5. Result ID: 6993a4643a6c314849177c10. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"trained from scratch"}. This record does not assert independent reproduction. ### EFC Alast: 34.1. Result ID: 6993a4643a6c314849177c0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"trained from scratch"}. This record does not assert independent reproduction. ### DS-AL Alast: 33.6. Result ID: 6993a4643a6c314849177c0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"trained from scratch"}. This record does not assert independent reproduction. ### ADC Alast: 32.68. Result ID: 6992c9a63a6c314849117f9b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of tasks":"10"}. This record does not assert independent reproduction. ### FeTrIL Alast: 31. Result ID: 6993a4643a6c314849177c0c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Feature Extractor":"trained from scratch"}. This record does not assert independent reproduction. ### FeCAM Alast: 30.8. Result ID: 6993a4643a6c314849177c0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"trained from scratch"}. This record does not assert independent reproduction. ### SDC Alast: 28.15. Result ID: 6992c9a63a6c314849117f98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of tasks":"10"}. This record does not assert independent reproduction. ### NCM Alast: 28.07. Result ID: 6992c9a63a6c314849117f97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of tasks":"10"}. This record does not assert independent reproduction. ### LwF Alast: 27.75. Result ID: 6992c9a63a6c314849117f96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of tasks":"10"}. This record does not assert independent reproduction. ### LwF Alast: 26.1. Result ID: 6993a4643a6c314849177c08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"trained from scratch"}. This record does not assert independent reproduction. ### IL2A Alast: 25.3. Result ID: 6993a4643a6c314849177c0a. [Reporting paper]() Recorded evaluation configuration: {"Feature Extractor":"trained from scratch"}. This record does not assert independent reproduction. ### PASS Alast: 24.1. Result ID: 6993a4643a6c314849177c09. [Reporting paper]() Recorded evaluation configuration: {"Feature Extractor":"trained from scratch"}. This record does not assert independent reproduction. ### FeCAM Alast: 23.78. Result ID: 6992c9a63a6c314849117f9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of tasks":"10"}. This record does not assert independent reproduction. ### FeTrIL Alast: 23.6. Result ID: 6992c9a63a6c314849117f99. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of tasks":"10"}. This record does not assert independent reproduction. ### SSRE Alast: 22.9. Result ID: 6993a4643a6c314849177c0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"trained from scratch"}. This record does not assert independent reproduction. ### EWC Alast: 17.6. Result ID: 6993a4643a6c314849177c07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Extractor":"trained from scratch"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.