# Class-Incremental Learning on ImageNet-A CIL T=10 (test) Source: [Class-Incremental Learning on ImageNet-A CIL T=10 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:04.163Z Evaluation of Class-Incremental Learning performance on the ImageNet-A CIL setup configured for 10 tasks, evaluated on the test split. 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-A CIL, T=10 (test) | | Metric | Avg Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 Accuracy](): Higher is better; unit: PERCENT. - [Rel. Error Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | Avg Accuracy | Result date | Report paper | | --- | --- | --- | --- | | RanPAC | 62.4 | Not recorded | 68fa71cb1e209131cea53052 | | RanPAC (No Phase 1) | 58.2 | Not recorded | 68fa71cb1e209131cea53052 | | RanPAC (No RPs) | 57.7 | Not recorded | 68fa71cb1e209131cea53052 | | Joint linear probe | 56.6 | Not recorded | 68fa71cb1e209131cea53052 | | RanPAC (No RPs or Phase 1) | 54.4 | Not recorded | 68fa71cb1e209131cea53052 | | ADaM | 52.6 | Not recorded | 68fa71cb1e209131cea53052 | | RanPAC (NCM with Phase 1) | 49.7 | Not recorded | 68fa71cb1e209131cea53052 | | RanPAC (NCM only) | 49.3 | Not recorded | 68fa71cb1e209131cea53052 | | DualPrompt | 45.4 | Not recorded | 68fa71cb1e209131cea53052 | | CODA-Prompt | 44.5 | Not recorded | 68fa71cb1e209131cea53052 | | L2P | 42.5 | Not recorded | 68fa71cb1e209131cea53052 | ### RanPAC Avg Accuracy: 62.4. Result ID: 6991fc683a6c3148490bdc0f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Algorithm":1}. This record does not assert independent reproduction. ### RanPAC (No Phase 1) Avg Accuracy: 58.2. Result ID: 6991fc683a6c3148490bdc11. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Phase 1":"false"}. This record does not assert independent reproduction. ### RanPAC (No RPs) Avg Accuracy: 57.7. Result ID: 6991fc683a6c3148490bdc10. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RP layer":"false"}. This record does not assert independent reproduction. ### Joint linear probe Avg Accuracy: 56.6. Result ID: 6991fc683a6c3148490bdc0a. [Reporting paper]() Recorded evaluation configuration: {"Joint training":"true"}. This record does not assert independent reproduction. ### RanPAC (No RPs or Phase 1) Avg Accuracy: 54.4. Result ID: 6991fc683a6c3148490bdc12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"RP layer":"false","Phase 1":"false"}. This record does not assert independent reproduction. ### ADaM Avg Accuracy: 52.6. Result ID: 6991fc683a6c3148490bdc0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RanPAC (NCM with Phase 1) Avg Accuracy: 49.7. Result ID: 6991fc683a6c3148490bdc13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation":"NCM","Phase 1":"true"}. This record does not assert independent reproduction. ### RanPAC (NCM only) Avg Accuracy: 49.3. Result ID: 6991fc683a6c3148490bdc14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation":"NCM","Phase 1":"false"}. This record does not assert independent reproduction. ### DualPrompt Avg Accuracy: 45.4. Result ID: 6991fc683a6c3148490bdc0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CODA-Prompt Avg Accuracy: 44.5. Result ID: 6991fc683a6c3148490bdc0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2P Avg Accuracy: 42.5. Result ID: 6991fc683a6c3148490bdc0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.