# Class-Incremental Learning on FGVC-Aircraft B0 Inc10 (test) Source: [Class-Incremental Learning on FGVC-Aircraft B0 Inc10 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-28T10:37:24.047Z Evaluation of Class-Incremental Learning performance on the specific B0 Inc10 configuration of the FGVC-Aircraft test set, reporting Average Performance (A-bar) and Last Performance (AB). 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) | FGVC-Aircraft B0 Inc10 (test) | | Metric | Average Performance (A-bar) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 Performance (A-bar)](): Higher is better; unit: PERCENT. - [Last Performance (AB)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Performance (A-bar) | Result date | Report paper | | --- | --- | --- | --- | | SPA | 71.57 | Not recorded | 6a055731dbc836b87d828e4d | | AREA | 71.03 | Not recorded | 6a17cc37dbd7150506f81475 | | BOFA | 70.96 | Not recorded | 6a055731dbc836b87d828e4d | | CLG-CBM | 66.05 | Not recorded | 6a055731dbc836b87d828e4d | | PROOF | 63.81 | Not recorded | 6a055731dbc836b87d828e4d | | SimpleCIL | 59.24 | Not recorded | 6a055731dbc836b87d828e4d | | RAPF | 50.38 | Not recorded | 6a055731dbc836b87d828e4d | | RAPF | 50.38 | Not recorded | 6a17cc37dbd7150506f81475 | | MG-CLIP | 48.33 | Not recorded | 6a17cc37dbd7150506f81475 | | L2P | 47.19 | Not recorded | 6a055731dbc836b87d828e4d | | L2P | 47.19 | Not recorded | 6a17cc37dbd7150506f81475 | | CODA-Prompt | 45.98 | Not recorded | 6a055731dbc836b87d828e4d | | CODA-Prompt | 45.98 | Not recorded | 6a17cc37dbd7150506f81475 | | DualPrompt | 44.3 | Not recorded | 6a055731dbc836b87d828e4d | | DualPrompt | 44.3 | Not recorded | 6a17cc37dbd7150506f81475 | | ZS-CLIP | 26.66 | Not recorded | 6a055731dbc836b87d828e4d | | ZS-CLIP | 26.66 | Not recorded | 6a17cc37dbd7150506f81475 | ### SPA Average Performance (A-bar): 71.57. Result ID: 6a059f9a47f34ce924ed387d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classes":"0","Increment Size":"10"}. This record does not assert independent reproduction. ### AREA Average Performance (A-bar): 71.03. Result ID: 6a181adefbc373592c129fac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. ### BOFA Average Performance (A-bar): 70.96. Result ID: 6a059f9a47f34ce924ed387c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classes":"0","Increment Size":"10"}. This record does not assert independent reproduction. ### CLG-CBM Average Performance (A-bar): 66.05. Result ID: 6a059f9a47f34ce924ed387a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classes":"0","Increment Size":"10"}. This record does not assert independent reproduction. ### PROOF Average Performance (A-bar): 63.81. Result ID: 6a059f9a47f34ce924ed387b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classes":"0","Increment Size":"10"}. This record does not assert independent reproduction. ### SimpleCIL Average Performance (A-bar): 59.24. Result ID: 6a059f9a47f34ce924ed3875. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classes":"0","Increment Size":"10"}. This record does not assert independent reproduction. ### RAPF Average Performance (A-bar): 50.38. Result ID: 6a059f9a47f34ce924ed3879. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classes":"0","Increment Size":"10"}. This record does not assert independent reproduction. ### RAPF Average Performance (A-bar): 50.38. Result ID: 6a181adefbc373592c129faa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. ### MG-CLIP Average Performance (A-bar): 48.33. Result ID: 6a181adefbc373592c129fab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. ### L2P Average Performance (A-bar): 47.19. Result ID: 6a059f9a47f34ce924ed3876. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Classes":"0","Increment Size":"10"}. This record does not assert independent reproduction. ### L2P Average Performance (A-bar): 47.19. Result ID: 6a181adefbc373592c129fa7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. ### CODA-Prompt Average Performance (A-bar): 45.98. Result ID: 6a059f9a47f34ce924ed3878. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classes":"0","Increment Size":"10"}. This record does not assert independent reproduction. ### CODA-Prompt Average Performance (A-bar): 45.98. Result ID: 6a181adefbc373592c129fa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. ### DualPrompt Average Performance (A-bar): 44.3. Result ID: 6a059f9a47f34ce924ed3877. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Classes":"0","Increment Size":"10"}. This record does not assert independent reproduction. ### DualPrompt Average Performance (A-bar): 44.3. Result ID: 6a181adefbc373592c129fa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. ### ZS-CLIP Average Performance (A-bar): 26.66. Result ID: 6a059f9a47f34ce924ed3874. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Classes":"0","Increment Size":"10"}. This record does not assert independent reproduction. ### ZS-CLIP Average Performance (A-bar): 26.66. Result ID: 6a181adefbc373592c129fa6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.