# Class Incremental Learning on Skin8 Memory size 16 1.0 (train test) Source: [Class Incremental Learning on Skin8 Memory size 16 1.0 (train test)]() Collection index: [llms.txt]() Data updated: 2026-03-12T08:03:47.331Z Evaluation of model performance under a Class Incremental Learning setting on the Skin8 Memory size 16 1.0 dataset (train/test splits), reporting Last Accuracy (Last-ACC) and Average Accuracy (Avg-ACC). 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) | Skin8 Memory size 16 1.0 (train test) | | Metric | Last Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Last Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Last Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MBN-OOD | 44.81 | Not recorded | 68fa75861e209131cea685d5 | | UCIR | 41.95 | Not recorded | 68fa75861e209131cea685d5 | | VBM-TCIL | 36.68 | Not recorded | 68fa75861e209131cea685d5 | | DynaER | 36.15 | Not recorded | 68fa75861e209131cea685d5 | | MORE | 35.16 | Not recorded | 68fa75861e209131cea685d5 | | DRC | 34.89 | Not recorded | 68fa75861e209131cea685d5 | | CREATE | 34.77 | Not recorded | 68fa75861e209131cea685d5 | | iCaRL | 34.4 | Not recorded | 68fa75861e209131cea685d5 | | DSGD | 33.94 | Not recorded | 68fa75861e209131cea685d5 | | PODNet | 30.95 | Not recorded | 68fa75861e209131cea685d5 | | HILAND | 29.99 | Not recorded | 68fa75861e209131cea685d5 | | BEEF | 27.87 | Not recorded | 68fa75861e209131cea685d5 | | DER++ | 25.34 | Not recorded | 68fa75861e209131cea685d5 | | Dytox | 25.24 | Not recorded | 68fa75861e209131cea685d5 | | WA | 24.82 | Not recorded | 68fa75861e209131cea685d5 | ### MBN-OOD Last Accuracy: 44.81. Result ID: 69b273366dbb7075b95cdfe3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### UCIR Last Accuracy: 41.95. Result ID: 69b273366dbb7075b95cdfd6. [Reporting paper]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### VBM-TCIL Last Accuracy: 36.68. Result ID: 69b273366dbb7075b95cdfe2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### DynaER Last Accuracy: 36.15. Result ID: 69b273366dbb7075b95cdfd8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### MORE Last Accuracy: 35.16. Result ID: 69b273366dbb7075b95cdfdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### DRC Last Accuracy: 34.89. Result ID: 69b273366dbb7075b95cdfdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### CREATE Last Accuracy: 34.77. Result ID: 69b273366dbb7075b95cdfe1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### iCaRL Last Accuracy: 34.4. Result ID: 69b273366dbb7075b95cdfd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### DSGD Last Accuracy: 33.94. Result ID: 69b273366dbb7075b95cdfe0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### PODNet Last Accuracy: 30.95. Result ID: 69b273366dbb7075b95cdfd7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### HILAND Last Accuracy: 29.99. Result ID: 69b273366dbb7075b95cdfde. [Reporting paper]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### BEEF Last Accuracy: 27.87. Result ID: 69b273366dbb7075b95cdfdf. [Reporting paper]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### DER++ Last Accuracy: 25.34. Result ID: 69b273366dbb7075b95cdfda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### Dytox Last Accuracy: 25.24. Result ID: 69b273366dbb7075b95cdfdc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. ### WA Last Accuracy: 24.82. Result ID: 69b273366dbb7075b95cdfd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory size":"16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.