# Incremental Learning on CIFAR-100 (10 tasks) Source: [Incremental Learning on CIFAR-100 (10 tasks)]() Collection index: [llms.txt]() Data updated: 2026-05-13T09:38:42.210Z Evaluation of model performance on the CIFAR-100 dataset structured across exactly 10 sequential tasks under a general Incremental Learning setting. 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 | Incremental Learning | | Dataset (including any stated split) | CIFAR-100 10 task | | Metric | Avg Incremental Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Avg Incremental Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Avg Incremental Acc | Result date | Report paper | | --- | --- | --- | --- | | Upper bound | 70.59 | Not recorded | 6a040599dbc836b87d82755e | | Upper bound | 70.59 | Not recorded | 6a040599dbc836b87d82755e | | REMIX | 45.38 | Not recorded | 6a040599dbc836b87d82755e | | REMIX | 45.38 | Not recorded | 6a040599dbc836b87d82755e | | PMI | 43.9 | Not recorded | 6a040599dbc836b87d82755e | | PMI | 43.9 | Not recorded | 6a040599dbc836b87d82755e | | PMI w/o CFS | 43.23 | Not recorded | 6a040599dbc836b87d82755e | | PMI w/o CFS | 43.23 | Not recorded | 6a040599dbc836b87d82755e | | R-DFCIL | 41.8 | Not recorded | 6a040599dbc836b87d82755e | | R-DFCIL | 41.8 | Not recorded | 6a040599dbc836b87d82755e | | ABD | 36.75 | Not recorded | 6a040599dbc836b87d82755e | | ABD | 36.75 | Not recorded | 6a040599dbc836b87d82755e | | DCMI | 27.7 | Not recorded | 6a040599dbc836b87d82755e | | PRAKA | 26.72 | Not recorded | 6a040599dbc836b87d82755e | | SSRE | 17.77 | Not recorded | 6a040599dbc836b87d82755e | | DeepInversion | 11.26 | Not recorded | 6a040599dbc836b87d82755e | | DeepInversion | 11.26 | Not recorded | 6a040599dbc836b87d82755e | ### Upper bound Avg Incremental Acc: 70.59. Result ID: 6a04468e47f34ce924ea80b9. [Reporting paper]() Recorded evaluation configuration: {"Model Inversion":"false","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### Upper bound Avg Incremental Acc: 70.59. Result ID: 6a04468e47f34ce924ea80e3. [Reporting paper]() Recorded evaluation configuration: {"Model inversion":"false","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### REMIX Avg Incremental Acc: 45.38. Result ID: 6a04468e47f34ce924ea80bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Inversion":"true","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### REMIX Avg Incremental Acc: 45.38. Result ID: 6a04468e47f34ce924ea80ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model inversion":"true","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### PMI Avg Incremental Acc: 43.9. Result ID: 6a04468e47f34ce924ea80be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Inversion":"true","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### PMI Avg Incremental Acc: 43.9. Result ID: 6a04468e47f34ce924ea80eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model inversion":"true","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### PMI w/o CFS Avg Incremental Acc: 43.23. Result ID: 6a04468e47f34ce924ea80bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Inversion":"true","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### PMI w/o CFS Avg Incremental Acc: 43.23. Result ID: 6a04468e47f34ce924ea80ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model inversion":"true","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### R-DFCIL Avg Incremental Acc: 41.8. Result ID: 6a04468e47f34ce924ea80bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Inversion":"true","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### R-DFCIL Avg Incremental Acc: 41.8. Result ID: 6a04468e47f34ce924ea80e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model inversion":"true","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### ABD Avg Incremental Acc: 36.75. Result ID: 6a04468e47f34ce924ea80bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Inversion":"true","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### ABD Avg Incremental Acc: 36.75. Result ID: 6a04468e47f34ce924ea80e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model inversion":"true","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### DCMI Avg Incremental Acc: 27.7. Result ID: 6a04468e47f34ce924ea80e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model inversion":"true","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### PRAKA Avg Incremental Acc: 26.72. Result ID: 6a04468e47f34ce924ea80e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model inversion":"false","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### SSRE Avg Incremental Acc: 17.77. Result ID: 6a04468e47f34ce924ea80e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model inversion":"false","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### DeepInversion Avg Incremental Acc: 11.26. Result ID: 6a04468e47f34ce924ea80ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Inversion":"true","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. ### DeepInversion Avg Incremental Acc: 11.26. Result ID: 6a04468e47f34ce924ea80e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model inversion":"true","Backbone":"ResNet-32","Number of runs":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.