# Class-Incremental Learning on ImageNet-100 20 tasks Source: [Class-Incremental Learning on ImageNet-100 20 tasks]() Collection index: [llms.txt]() Data updated: 2026-07-01T07:34:12.910Z Evaluation of model performance using Class-Incremental Learning methodology on the ImageNet-100 dataset configured for 20 incremental tasks. 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 20 tasks | | Metric | Average Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 24 of 24 | | 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 Accuracy](): Higher is better; unit: PERCENT. - [Class Accuracy (CA)](): Higher is better; unit: PERCENT. - [Forward Accuracy (FA)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SSIL + TBBN | 66.36 | Not recorded | 68fa6f161e209131cea43d62 | | SSIL + BN | 65.27 | Not recorded | 68fa6f161e209131cea43d62 | | FT + TBBN | 64.76 | Not recorded | 68fa6f161e209131cea43d62 | | SSIL + TBBN | 63.37 | Not recorded | 68fa6f161e209131cea43d62 | | SSIL + BN | 62.25 | Not recorded | 68fa6f161e209131cea43d62 | | FT + BN | 62 | Not recorded | 68fa6f161e209131cea43d62 | | FT + TBBN | 60.41 | Not recorded | 68fa6f161e209131cea43d62 | | SSIL + TBBN | 60.24 | Not recorded | 68fa6f161e209131cea43d62 | | SSIL + TBBN | 60.07 | Not recorded | 68fa6f161e209131cea43d62 | | SSIL + BN | 59.81 | Not recorded | 68fa6f161e209131cea43d62 | | SSIL + BN | 59.69 | Not recorded | 68fa6f161e209131cea43d62 | | FT + TBBN | 58.17 | Not recorded | 68fa6f161e209131cea43d62 | | FT + BN | 57.43 | Not recorded | 68fa6f161e209131cea43d62 | | FT + TBBN | 57.09 | Not recorded | 68fa6f161e209131cea43d62 | | FT + BN | 55.37 | Not recorded | 68fa6f161e209131cea43d62 | | FT + BN | 54.96 | Not recorded | 68fa6f161e209131cea43d62 | ### SSIL + TBBN Average Accuracy: 66.36. Result ID: 699096213a6c31484901a819. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"SSIL","Normalization/Block Variant":"TBBN","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### SSIL + BN Average Accuracy: 65.27. Result ID: 699096213a6c31484901a815. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"SSIL","Normalization/Block Variant":"BN","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### FT + TBBN Average Accuracy: 64.76. Result ID: 699096213a6c31484901a811. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"FT","Normalization/Block Variant":"TBBN","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### SSIL + TBBN Average Accuracy: 63.37. Result ID: 699096213a6c31484901a81b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"SSIL","Normalization/Block Variant":"TBBN","Backbone":"MobileNet-v2"}. This record does not assert independent reproduction. ### SSIL + BN Average Accuracy: 62.25. Result ID: 699096213a6c31484901a817. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"SSIL","Normalization/Block Variant":"BN","Backbone":"MobileNet-v2"}. This record does not assert independent reproduction. ### FT + BN Average Accuracy: 62. Result ID: 699096213a6c31484901a80d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"FT","Normalization/Block Variant":"BN","Backbone":"ResNet-34"}. This record does not assert independent reproduction. ### FT + TBBN Average Accuracy: 60.41. Result ID: 699096213a6c31484901a813. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"FT","Normalization/Block Variant":"TBBN","Backbone":"MobileNet-v2"}. This record does not assert independent reproduction. ### SSIL + TBBN Average Accuracy: 60.24. Result ID: 699096213a6c31484901a81c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"SSIL","Normalization/Block Variant":"TBBN","Backbone":"MnasNet (x0.5)"}. This record does not assert independent reproduction. ### SSIL + TBBN Average Accuracy: 60.07. Result ID: 699096213a6c31484901a81a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"SSIL","Normalization/Block Variant":"TBBN","Backbone":"ShuffleNet-V2"}. This record does not assert independent reproduction. ### SSIL + BN Average Accuracy: 59.81. Result ID: 699096213a6c31484901a818. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"SSIL","Normalization/Block Variant":"BN","Backbone":"MnasNet (x0.5)"}. This record does not assert independent reproduction. ### SSIL + BN Average Accuracy: 59.69. Result ID: 699096213a6c31484901a816. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"SSIL","Normalization/Block Variant":"BN","Backbone":"ShuffleNet-V2"}. This record does not assert independent reproduction. ### FT + TBBN Average Accuracy: 58.17. Result ID: 699096213a6c31484901a812. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"FT","Normalization/Block Variant":"TBBN","Backbone":"ShuffleNet-V2"}. This record does not assert independent reproduction. ### FT + BN Average Accuracy: 57.43. Result ID: 699096213a6c31484901a80f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"FT","Normalization/Block Variant":"BN","Backbone":"MobileNet-v2"}. This record does not assert independent reproduction. ### FT + TBBN Average Accuracy: 57.09. Result ID: 699096213a6c31484901a814. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"FT","Normalization/Block Variant":"TBBN","Backbone":"MnasNet (x0.5)"}. This record does not assert independent reproduction. ### FT + BN Average Accuracy: 55.37. Result ID: 699096213a6c31484901a80e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"FT","Normalization/Block Variant":"BN","Backbone":"ShuffleNet-V2"}. This record does not assert independent reproduction. ### FT + BN Average Accuracy: 54.96. Result ID: 699096213a6c31484901a810. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base CIL Method":"FT","Normalization/Block Variant":"BN","Backbone":"MnasNet (x0.5)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.