# Class-Incremental Learning on Stanford Cars (test) Source: [Class-Incremental Learning on Stanford Cars (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:18.731Z Evaluation of Class-Incremental Learning performance on the test split of the Stanford Cars dataset. 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) | Stanford Cars (test) | | Metric | Accuracy (Last) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 38 of 38 | | 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 - [Accuracy (Last)](): Higher is better; unit: PERCENT. - [Avg Acc (Incremental)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Last) | Result date | Report paper | | --- | --- | --- | --- | | ADC | 54.86 | Not recorded | 68fa736a1e209131cea5c5c5 | | AdaGauss | 53.3 | Not recorded | 68fa756f1e209131cea67e7a | | EFC | 50.1 | Not recorded | 68fa756f1e209131cea67e7a | | AdaGauss | 47.5 | Not recorded | 68fa756f1e209131cea67e7a | | FeTrIL | 46 | Not recorded | 68fa756f1e209131cea67e7a | | FeCAM | 45.3 | Not recorded | 68fa756f1e209131cea67e7a | | LwF | 45.18 | Not recorded | 68fa736a1e209131cea5c5c5 | | ADC | 45.07 | Not recorded | 68fa736a1e209131cea5c5c5 | | SDC | 45.03 | Not recorded | 68fa736a1e209131cea5c5c5 | | EFC | 43.1 | Not recorded | 68fa756f1e209131cea67e7a | | NCM | 42.22 | Not recorded | 68fa736a1e209131cea5c5c5 | | FeCAM | 41.4 | Not recorded | 68fa756f1e209131cea67e7a | | FeCAM | 40.64 | Not recorded | 68fa736a1e209131cea5c5c5 | | FeTrIL | 40.5 | Not recorded | 68fa756f1e209131cea67e7a | | IL2A | 39.4 | Not recorded | 68fa756f1e209131cea67e7a | | LwF | 39 | Not recorded | 68fa756f1e209131cea67e7a | | FeCAM | 37.5 | Not recorded | 68fa736a1e209131cea5c5c5 | | FeTrIL | 36.92 | Not recorded | 68fa736a1e209131cea5c5c5 | | AdaGauss | 34.8 | Not recorded | 68fa756f1e209131cea67e7a | | FeTrIL | 34.29 | Not recorded | 68fa736a1e209131cea5c5c5 | | FeCAM | 34 | Not recorded | 68fa756f1e209131cea67e7a | | PASS | 33.3 | Not recorded | 68fa756f1e209131cea67e7a | | FeTrIL | 32.5 | Not recorded | 68fa756f1e209131cea67e7a | | SDC | 32.15 | Not recorded | 68fa736a1e209131cea5c5c5 | | NCM | 31.6 | Not recorded | 68fa736a1e209131cea5c5c5 | | LwF | 30.33 | Not recorded | 68fa736a1e209131cea5c5c5 | | EFC | 28.1 | Not recorded | 68fa756f1e209131cea67e7a | | LwF | 28 | Not recorded | 68fa756f1e209131cea67e7a | | IL2A | 27.3 | Not recorded | 68fa756f1e209131cea67e7a | | PASS | 26.4 | Not recorded | 68fa756f1e209131cea67e7a | | EWC | 24.3 | Not recorded | 68fa756f1e209131cea67e7a | | PASS | 20.71 | Not recorded | 68fa736a1e209131cea5c5c5 | | LwF | 14.7 | Not recorded | 68fa756f1e209131cea67e7a | | EWC | 14.3 | Not recorded | 68fa756f1e209131cea67e7a | | IL2A | 14.2 | Not recorded | 68fa756f1e209131cea67e7a | | PASS | 13.9 | Not recorded | 68fa756f1e209131cea67e7a | | PASS | 12.3 | Not recorded | 68fa736a1e209131cea5c5c5 | | EWC | 10.9 | Not recorded | 68fa756f1e209131cea67e7a | ### ADC Accuracy (Last): 54.86. Result ID: 6992c9a63a6c314849117fc8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"T":7}. This record does not assert independent reproduction. ### AdaGauss Accuracy (Last): 53.3. Result ID: 6993a4643a6c314849177ce4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"T (Number of tasks)":5,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### EFC Accuracy (Last): 50.1. Result ID: 6993a4643a6c314849177ce1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T (Number of tasks)":5,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### AdaGauss Accuracy (Last): 47.5. Result ID: 6993a4643a6c314849177ce5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"T (Number of tasks)":10,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### FeTrIL Accuracy (Last): 46. Result ID: 6993a4643a6c314849177cdb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"T (Number of tasks)":5,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### FeCAM Accuracy (Last): 45.3. Result ID: 6993a4643a6c314849177cde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T (Number of tasks)":5,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### LwF Accuracy (Last): 45.18. Result ID: 6992c9a63a6c314849117fc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":7}. This record does not assert independent reproduction. ### ADC Accuracy (Last): 45.07. Result ID: 6992c9a63a6c314849117fcf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"T":14}. This record does not assert independent reproduction. ### SDC Accuracy (Last): 45.03. Result ID: 6992c9a63a6c314849117fc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":7}. This record does not assert independent reproduction. ### EFC Accuracy (Last): 43.1. Result ID: 6993a4643a6c314849177ce2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T (Number of tasks)":10,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### NCM Accuracy (Last): 42.22. Result ID: 6992c9a63a6c314849117fc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":7}. This record does not assert independent reproduction. ### FeCAM Accuracy (Last): 41.4. Result ID: 6993a4643a6c314849177cdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T (Number of tasks)":10,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### FeCAM Accuracy (Last): 40.64. Result ID: 6992c9a63a6c314849117fc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":7}. This record does not assert independent reproduction. ### FeTrIL Accuracy (Last): 40.5. Result ID: 6993a4643a6c314849177cdc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"T (Number of tasks)":10,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### IL2A Accuracy (Last): 39.4. Result ID: 6993a4643a6c314849177cd8. [Reporting paper]() Recorded evaluation configuration: {"T (Number of tasks)":5,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### LwF Accuracy (Last): 39. Result ID: 6993a4643a6c314849177cd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T (Number of tasks)":5,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### FeCAM Accuracy (Last): 37.5. Result ID: 6992c9a63a6c314849117fce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":14}. This record does not assert independent reproduction. ### FeTrIL Accuracy (Last): 36.92. Result ID: 6992c9a63a6c314849117fc6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"T":7}. This record does not assert independent reproduction. ### AdaGauss Accuracy (Last): 34.8. Result ID: 6993a4643a6c314849177ce6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"T (Number of tasks)":20,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### FeTrIL Accuracy (Last): 34.29. Result ID: 6992c9a63a6c314849117fcd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"T":14}. This record does not assert independent reproduction. ### FeCAM Accuracy (Last): 34. Result ID: 6993a4643a6c314849177ce0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T (Number of tasks)":20,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### PASS Accuracy (Last): 33.3. Result ID: 6993a4643a6c314849177cd5. [Reporting paper]() Recorded evaluation configuration: {"T (Number of tasks)":5,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### FeTrIL Accuracy (Last): 32.5. Result ID: 6993a4643a6c314849177cdd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"T (Number of tasks)":20,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### SDC Accuracy (Last): 32.15. Result ID: 6992c9a63a6c314849117fcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":14}. This record does not assert independent reproduction. ### NCM Accuracy (Last): 31.6. Result ID: 6992c9a63a6c314849117fca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":14}. This record does not assert independent reproduction. ### LwF Accuracy (Last): 30.33. Result ID: 6992c9a63a6c314849117fc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":14}. This record does not assert independent reproduction. ### EFC Accuracy (Last): 28.1. Result ID: 6993a4643a6c314849177ce3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T (Number of tasks)":20,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### LwF Accuracy (Last): 28. Result ID: 6993a4643a6c314849177cd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T (Number of tasks)":10,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### IL2A Accuracy (Last): 27.3. Result ID: 6993a4643a6c314849177cd9. [Reporting paper]() Recorded evaluation configuration: {"T (Number of tasks)":10,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### PASS Accuracy (Last): 26.4. Result ID: 6993a4643a6c314849177cd6. [Reporting paper]() Recorded evaluation configuration: {"T (Number of tasks)":10,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### EWC Accuracy (Last): 24.3. Result ID: 6993a4643a6c314849177ccf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T (Number of tasks)":5,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### PASS Accuracy (Last): 20.71. Result ID: 6992c9a63a6c314849117fc5. [Reporting paper]() Recorded evaluation configuration: {"T":7}. This record does not assert independent reproduction. ### LwF Accuracy (Last): 14.7. Result ID: 6993a4643a6c314849177cd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T (Number of tasks)":20,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### EWC Accuracy (Last): 14.3. Result ID: 6993a4643a6c314849177cd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T (Number of tasks)":10,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### IL2A Accuracy (Last): 14.2. Result ID: 6993a4643a6c314849177cda. [Reporting paper]() Recorded evaluation configuration: {"T (Number of tasks)":20,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### PASS Accuracy (Last): 13.9. Result ID: 6993a4643a6c314849177cd7. [Reporting paper]() Recorded evaluation configuration: {"T (Number of tasks)":20,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. ### PASS Accuracy (Last): 12.3. Result ID: 6992c9a63a6c314849117fcc. [Reporting paper]() Recorded evaluation configuration: {"T":14}. This record does not assert independent reproduction. ### EWC Accuracy (Last): 10.9. Result ID: 6993a4643a6c314849177cd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T (Number of tasks)":20,"Backbone":"Pre-trained ImageNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.