# Continual Category Discovery on FGVC-Aircraft Source: [Continual Category Discovery on FGVC-Aircraft]() Collection index: [llms.txt]() Data updated: 2026-05-01T07:02:55.302Z Evaluation of Continual Category Discovery performance on the FGVC-Aircraft dataset, measured using cACC metrics for all, old, and new categories. 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 | Continual Category Discovery | | Dataset (including any stated split) | FGVC-Aircraft | | Metric | cACC (All) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [cACC (All)](): Higher is better; unit: PERCENT. - [cACC (Old)](): Higher is better; unit: PERCENT. - [cACC (New)](): Higher is better; unit: PERCENT. ## Recorded results | Method | cACC (All) | Result date | Report paper | | --- | --- | --- | --- | | PromptCCD++ | 71.4 | Not recorded | 68fa74bb1e209131cea63587 | | Happy | 64.53 | Not recorded | 68fa74bb1e209131cea63587 | | PromptCCD | 62.71 | Not recorded | 68fa74bb1e209131cea63587 | | PA-CGCD | 58.15 | Not recorded | 68fa74bb1e209131cea63587 | | GCD | 57.87 | Not recorded | 68fa74bb1e209131cea63587 | | MetaGCD | 54.9 | Not recorded | 68fa74bb1e209131cea63587 | | PromptCCD | 52.64 | Not recorded | 68fa74bb1e209131cea63587 | | PA-CGCD | 48.24 | Not recorded | 68fa74bb1e209131cea63587 | | GCD | 47.37 | Not recorded | 68fa74bb1e209131cea63587 | | Happy | 45.77 | Not recorded | 68fa74bb1e209131cea63587 | | GCD w/replay | 45.63 | Not recorded | 68fa74bb1e209131cea63587 | | MetaGCD | 44.63 | Not recorded | 68fa74bb1e209131cea63587 | | SimGCD w/replay | 37.44 | Not recorded | 68fa74bb1e209131cea63587 | | Grow & Merge | 31.06 | Not recorded | 68fa74bb1e209131cea63587 | | ORCA | 30.77 | Not recorded | 68fa74bb1e209131cea63587 | | SimGCD | 29.03 | Not recorded | 68fa74bb1e209131cea63587 | ### PromptCCD++ cACC (All): 71.4. Result ID: 69f4500947f34ce924d9b8b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction. ### Happy cACC (All): 64.53. Result ID: 69f4500947f34ce924d9b8b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction. ### PromptCCD cACC (All): 62.71. Result ID: 69f4500947f34ce924d9b8b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction. ### PA-CGCD cACC (All): 58.15. Result ID: 69f4500947f34ce924d9b8b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction. ### GCD cACC (All): 57.87. Result ID: 69f4500947f34ce924d9b8b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction. ### MetaGCD cACC (All): 54.9. Result ID: 69f4500947f34ce924d9b8b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction. ### PromptCCD cACC (All): 52.64. Result ID: 69f4500947f34ce924d9b8af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### PA-CGCD cACC (All): 48.24. Result ID: 69f4500947f34ce924d9b8ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### GCD cACC (All): 47.37. Result ID: 69f4500947f34ce924d9b8a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### Happy cACC (All): 45.77. Result ID: 69f4500947f34ce924d9b8ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### GCD w/replay cACC (All): 45.63. Result ID: 69f4500947f34ce924d9b8a9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### MetaGCD cACC (All): 44.63. Result ID: 69f4500947f34ce924d9b8ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### SimGCD w/replay cACC (All): 37.44. Result ID: 69f4500947f34ce924d9b8aa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### Grow & Merge cACC (All): 31.06. Result ID: 69f4500947f34ce924d9b8ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### ORCA cACC (All): 30.77. Result ID: 69f4500947f34ce924d9b8a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### SimGCD cACC (All): 29.03. Result ID: 69f4500947f34ce924d9b8a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.