# Class-Incremental Learning on Dissimilar Tasks (CIFAR-10, SVHN, STL-10, MNIST, Fashion-MNIST) Source: [Class-Incremental Learning on Dissimilar Tasks (CIFAR-10, SVHN, STL-10, MNIST, Fashion-MNIST)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:03.487Z Evaluation of Class-Incremental Learning performance across a suite of standard small image classification datasets, including CIFAR-10, SVHN, STL-10, MNIST, and Fashion-MNIST. 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) | Dissimilar tasks (CIFAR-10, SVHN, STL-10, MNIST, Fashion-MNIST) | | Metric | Avg Acc (Af) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 Acc (Af)](): Higher is better; unit: PERCENT. - [Accuracy Avg (Aa)](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Avg Acc (Af) | Result date | Report paper | | --- | --- | --- | --- | | SSIL | 67 | Not recorded | 68fa6f161e209131cea43d62 | | SSIL | 66.15 | Not recorded | 68fa6f161e209131cea43d62 | | SSIL | 65.64 | Not recorded | 68fa6f161e209131cea43d62 | | EEIL | 64.88 | Not recorded | 68fa6f161e209131cea43d62 | | LUCIR | 63.64 | Not recorded | 68fa6f161e209131cea43d62 | | FT | 63.42 | Not recorded | 68fa6f161e209131cea43d62 | | LUCIR | 62.99 | Not recorded | 68fa6f161e209131cea43d62 | | LUCIR | 62.42 | Not recorded | 68fa6f161e209131cea43d62 | | EEIL | 62.04 | Not recorded | 68fa6f161e209131cea43d62 | | EEIL | 61.73 | Not recorded | 68fa6f161e209131cea43d62 | | FT | 61.41 | Not recorded | 68fa6f161e209131cea43d62 | | FT | 59.6 | Not recorded | 68fa6f161e209131cea43d62 | ### SSIL Avg Acc (Af): 67. Result ID: 699096213a6c31484901a80c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"TBBN","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SSIL Avg Acc (Af): 66.15. Result ID: 699096213a6c31484901a80a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"BN","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SSIL Avg Acc (Af): 65.64. Result ID: 699096213a6c31484901a80b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"CN","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### EEIL Avg Acc (Af): 64.88. Result ID: 699096213a6c31484901a806. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"TBBN","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### LUCIR Avg Acc (Af): 63.64. Result ID: 699096213a6c31484901a809. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"TBBN","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FT Avg Acc (Af): 63.42. Result ID: 699096213a6c31484901a803. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"TBBN","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### LUCIR Avg Acc (Af): 62.99. Result ID: 699096213a6c31484901a808. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"CN","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### LUCIR Avg Acc (Af): 62.42. Result ID: 699096213a6c31484901a807. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"BN","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### EEIL Avg Acc (Af): 62.04. Result ID: 699096213a6c31484901a804. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"BN","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### EEIL Avg Acc (Af): 61.73. Result ID: 699096213a6c31484901a805. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"CN","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FT Avg Acc (Af): 61.41. Result ID: 699096213a6c31484901a802. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"CN","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FT Avg Acc (Af): 59.6. Result ID: 699096213a6c31484901a801. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Normalization":"BN","Backbone":"ResNet-18"}. This record does not assert independent reproduction. Page 1 of 1. 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