# Class-Incremental Learning on Stanford-Cars 20 tasks Source: [Class-Incremental Learning on Stanford-Cars 20 tasks]() Collection index: [llms.txt]() Data updated: 2026-05-12T07:50:25.356Z Evaluation of Class-Incremental Learning performance on the Stanford Cars dataset configured for 20 sequential 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) | Stanford-Cars 20 tasks | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TRM | 66.9 | Not recorded | 6a02b3f7dbc836b87d82458d | | MagMax | 65.7 | Not recorded | 6a02b3f7dbc836b87d82458d | | TIES | 65.3 | Not recorded | 6a02b3f7dbc836b87d82458d | | DualPrompt | 65.2 | Not recorded | 6a02b3f7dbc836b87d82458d | | L2P | 65 | Not recorded | 6a02b3f7dbc836b87d82458d | | CODAPrompt | 64.9 | Not recorded | 6a02b3f7dbc836b87d82458d | | CLG-CBM | 64.2 | Not recorded | 6a02b3f7dbc836b87d82458d | | Model Stock | 64.1 | Not recorded | 6a02b3f7dbc836b87d82458d | | EWC | 58 | Not recorded | 6a02b3f7dbc836b87d82458d | | LwF | 57.5 | Not recorded | 6a02b3f7dbc836b87d82458d | ### TRM Accuracy: 66.9. Result ID: 6a02db3b47f34ce924e561a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Method Category":"Model Merging"}. This record does not assert independent reproduction. ### MagMax Accuracy: 65.7. Result ID: 6a02db3b47f34ce924e561a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2024","Backbone":"CLIP ViT-B/16","Method Category":"Model Merging"}. This record does not assert independent reproduction. ### TIES Accuracy: 65.3. Result ID: 6a02db3b47f34ce924e561a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2023","Backbone":"CLIP ViT-B/16","Method Category":"Model Merging"}. This record does not assert independent reproduction. ### DualPrompt Accuracy: 65.2. Result ID: 6a02db3b47f34ce924e561a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2023","Backbone":"CLIP ViT-B/16","Method Category":"PEFT"}. This record does not assert independent reproduction. ### L2P Accuracy: 65. Result ID: 6a02db3b47f34ce924e561a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Year":"2022","Backbone":"CLIP ViT-B/16","Method Category":"PEFT"}. This record does not assert independent reproduction. ### CODAPrompt Accuracy: 64.9. Result ID: 6a02db3b47f34ce924e561a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2023","Backbone":"CLIP ViT-B/16","Method Category":"PEFT"}. This record does not assert independent reproduction. ### CLG-CBM Accuracy: 64.2. Result ID: 6a02db3b47f34ce924e561a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2025","Backbone":"CLIP ViT-B/16","Method Category":"PEFT"}. This record does not assert independent reproduction. ### Model Stock Accuracy: 64.1. Result ID: 6a02db3b47f34ce924e561a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2024","Backbone":"CLIP ViT-B/16","Method Category":"Model Merging"}. This record does not assert independent reproduction. ### EWC Accuracy: 58. Result ID: 6a02db3b47f34ce924e561a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2017","Backbone":"CLIP ViT-B/16","Method Category":"Conventional"}. This record does not assert independent reproduction. ### LwF Accuracy: 57.5. Result ID: 6a02db3b47f34ce924e561a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Year":"2017","Backbone":"CLIP ViT-B/16","Method Category":"Conventional"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.