# Class-Incremental Learning on ImageNet disjoint-CIL 800+40 Source: [Class-Incremental Learning on ImageNet disjoint-CIL 800+40]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:49.404Z Evaluation of Class-Incremental Learning performance using the ImageNet disjoint-CIL 800+40 setup, reporting accuracy metrics across all, base, novel, and average classes. 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 disjoint-CIL 800+40 | | Metric | Acc (All) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [Acc (All)](): Higher is better; unit: PERCENT. - [Acc (Base)](): Higher is better; unit: PERCENT. - [Acc (Novel)](): Higher is better; unit: PERCENT. - [Acc (Average)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc (All) | Result date | Report paper | | --- | --- | --- | --- | | joint learning (oracle) | 70.32 | Not recorded | 68fa6d6c1e209131cea39c30 | | score fusion (ours) best-Accall | 69.45 | Not recorded | 68fa6d6c1e209131cea39c30 | | score fusion (ours, fc-only) best-Accall | 68.79 | Not recorded | 68fa6d6c1e209131cea39c30 | | score fusion (ours) best-balanced | 67.36 | Not recorded | 68fa6d6c1e209131cea39c30 | | score fusion (ours, fc-only) best-balanced | 66.76 | Not recorded | 68fa6d6c1e209131cea39c30 | | score fusion (ours, fc-only) best-Accavg | 65.89 | Not recorded | 68fa6d6c1e209131cea39c30 | | score fusion (ours) best-Accavg | 65.83 | Not recorded | 68fa6d6c1e209131cea39c30 | | joint learning (oracle) | 63.8 | Not recorded | 68fa6d6c1e209131cea39c30 | | score fusion (ours) best-Accall | 63.24 | Not recorded | 68fa6d6c1e209131cea39c30 | | score fusion (ours, fc-only) best-Accall | 62.65 | Not recorded | 68fa6d6c1e209131cea39c30 | | score fusion (ours) best-balanced | 62.15 | Not recorded | 68fa6d6c1e209131cea39c30 | | score fusion (ours, fc-only) best-balanced | 61.01 | Not recorded | 68fa6d6c1e209131cea39c30 | | score fusion (ours) best-Accavg | 58.9 | Not recorded | 68fa6d6c1e209131cea39c30 | | score fusion (ours, fc-only) best-Accavg | 57.91 | Not recorded | 68fa6d6c1e209131cea39c30 | | WA | 54.79 | Not recorded | 68fa6d6c1e209131cea39c30 | | DER w/o P | 52.31 | Not recorded | 68fa6d6c1e209131cea39c30 | | WA | 51.33 | Not recorded | 68fa6d6c1e209131cea39c30 | | BiC | 31.5 | Not recorded | 68fa6d6c1e209131cea39c30 | | BiC | 30.3 | Not recorded | 68fa6d6c1e209131cea39c30 | | iCaRL | 16.26 | Not recorded | 68fa6d6c1e209131cea39c30 | | iCaRL | 10.65 | Not recorded | 68fa6d6c1e209131cea39c30 | | LwF | 9.5 | Not recorded | 68fa6d6c1e209131cea39c30 | | LwF | 9.5 | Not recorded | 68fa6d6c1e209131cea39c30 | | fine-tuning | 4.25 | Not recorded | 68fa6d6c1e209131cea39c30 | | fine-tuning | 4.18 | Not recorded | 68fa6d6c1e209131cea39c30 | ### joint learning (oracle) Acc (All): 70.32. Result ID: 698fa1083a6c314849faa761. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18","# of params":"11.2M"}. This record does not assert independent reproduction. ### score fusion (ours) best-Accall Acc (All): 69.45. Result ID: 698fa1083a6c314849faa75b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18","# of params":"19.6M"}. This record does not assert independent reproduction. ### score fusion (ours, fc-only) best-Accall Acc (All): 68.79. Result ID: 698fa1083a6c314849faa75e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18","# of params":"11.2M"}. This record does not assert independent reproduction. ### score fusion (ours) best-balanced Acc (All): 67.36. Result ID: 698fa1083a6c314849faa75c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18","# of params":"19.6M"}. This record does not assert independent reproduction. ### score fusion (ours, fc-only) best-balanced Acc (All): 66.76. Result ID: 698fa1083a6c314849faa75f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18","# of params":"11.2M"}. This record does not assert independent reproduction. ### score fusion (ours, fc-only) best-Accavg Acc (All): 65.89. Result ID: 698fa1083a6c314849faa760. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18","# of params":"11.2M"}. This record does not assert independent reproduction. ### score fusion (ours) best-Accavg Acc (All): 65.83. Result ID: 698fa1083a6c314849faa75d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18","# of params":"19.6M"}. This record does not assert independent reproduction. ### joint learning (oracle) Acc (All): 63.8. Result ID: 698fa1083a6c314849faa755. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet10","# of params":"4.9M"}. This record does not assert independent reproduction. ### score fusion (ours) best-Accall Acc (All): 63.24. Result ID: 698fa1083a6c314849faa74f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet10","# of params":"8.6M"}. This record does not assert independent reproduction. ### score fusion (ours, fc-only) best-Accall Acc (All): 62.65. Result ID: 698fa1083a6c314849faa752. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet10","# of params":"4.9M"}. This record does not assert independent reproduction. ### score fusion (ours) best-balanced Acc (All): 62.15. Result ID: 698fa1083a6c314849faa750. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet10","# of params":"8.6M"}. This record does not assert independent reproduction. ### score fusion (ours, fc-only) best-balanced Acc (All): 61.01. Result ID: 698fa1083a6c314849faa753. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet10","# of params":"4.9M"}. This record does not assert independent reproduction. ### score fusion (ours) best-Accavg Acc (All): 58.9. Result ID: 698fa1083a6c314849faa751. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet10","# of params":"8.6M"}. This record does not assert independent reproduction. ### score fusion (ours, fc-only) best-Accavg Acc (All): 57.91. Result ID: 698fa1083a6c314849faa754. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet10","# of params":"4.9M"}. This record does not assert independent reproduction. ### WA Acc (All): 54.79. Result ID: 698fa1083a6c314849faa75a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### DER w/o P Acc (All): 52.31. Result ID: 698fa1083a6c314849faa74e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet10","# of params":"9.8M"}. This record does not assert independent reproduction. ### WA Acc (All): 51.33. Result ID: 698fa1083a6c314849faa74d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet10"}. This record does not assert independent reproduction. ### BiC Acc (All): 31.5. Result ID: 698fa1083a6c314849faa759. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### BiC Acc (All): 30.3. Result ID: 698fa1083a6c314849faa74c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet10"}. This record does not assert independent reproduction. ### iCaRL Acc (All): 16.26. Result ID: 698fa1083a6c314849faa74b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet10"}. This record does not assert independent reproduction. ### iCaRL Acc (All): 10.65. Result ID: 698fa1083a6c314849faa758. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### LwF Acc (All): 9.5. Result ID: 698fa1083a6c314849faa74a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet10"}. This record does not assert independent reproduction. ### LwF Acc (All): 9.5. Result ID: 698fa1083a6c314849faa757. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### fine-tuning Acc (All): 4.25. Result ID: 698fa1083a6c314849faa756. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18","# of params":"11.2M"}. This record does not assert independent reproduction. ### fine-tuning Acc (All): 4.18. Result ID: 698fa1083a6c314849faa749. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet10","# of params":"4.9M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.