# Continual Category Discovery on Stanford Cars Source: [Continual Category Discovery on Stanford Cars]() Collection index: [llms.txt]() Data updated: 2026-05-01T07:02:55.350Z Evaluation of Continual Category Discovery performance on the Stanford Cars dataset, reporting cACC metrics for all, old, and new classes. 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) | Stanford Cars | | 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++ | 70.35 | Not recorded | 68fa74bb1e209131cea63587 | | Happy | 66.49 | Not recorded | 68fa74bb1e209131cea63587 | | PromptCCD | 65.08 | Not recorded | 68fa74bb1e209131cea63587 | | PA-CGCD | 64.91 | Not recorded | 68fa74bb1e209131cea63587 | | GCD | 58.52 | Not recorded | 68fa74bb1e209131cea63587 | | MetaGCD | 57.16 | Not recorded | 68fa74bb1e209131cea63587 | | Happy | 45.36 | Not recorded | 68fa74bb1e209131cea63587 | | PromptCCD | 44.07 | Not recorded | 68fa74bb1e209131cea63587 | | PA-CGCD | 43.88 | Not recorded | 68fa74bb1e209131cea63587 | | GCD w/replay | 39.87 | Not recorded | 68fa74bb1e209131cea63587 | | GCD | 39.21 | Not recorded | 68fa74bb1e209131cea63587 | | MetaGCD | 35.98 | Not recorded | 68fa74bb1e209131cea63587 | | SimGCD w/replay | 22.76 | Not recorded | 68fa74bb1e209131cea63587 | | Grow & Merge | 21.9 | Not recorded | 68fa74bb1e209131cea63587 | | SimGCD | 21.01 | Not recorded | 68fa74bb1e209131cea63587 | | ORCA | 20.79 | Not recorded | 68fa74bb1e209131cea63587 | ### PromptCCD++ cACC (All): 70.35. Result ID: 69f4500947f34ce924d9b8c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction. ### Happy cACC (All): 66.49. Result ID: 69f4500947f34ce924d9b8c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction. ### PromptCCD cACC (All): 65.08. Result ID: 69f4500947f34ce924d9b8c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction. ### PA-CGCD cACC (All): 64.91. Result ID: 69f4500947f34ce924d9b8c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction. ### GCD cACC (All): 58.52. Result ID: 69f4500947f34ce924d9b8c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction. ### MetaGCD cACC (All): 57.16. Result ID: 69f4500947f34ce924d9b8c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction. ### Happy cACC (All): 45.36. Result ID: 69f4500947f34ce924d9b8be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### PromptCCD cACC (All): 44.07. Result ID: 69f4500947f34ce924d9b8bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### PA-CGCD cACC (All): 43.88. Result ID: 69f4500947f34ce924d9b8bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### GCD w/replay cACC (All): 39.87. Result ID: 69f4500947f34ce924d9b8b9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### GCD cACC (All): 39.21. Result ID: 69f4500947f34ce924d9b8b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### MetaGCD cACC (All): 35.98. Result ID: 69f4500947f34ce924d9b8bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### SimGCD w/replay cACC (All): 22.76. Result ID: 69f4500947f34ce924d9b8ba. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### Grow & Merge cACC (All): 21.9. Result ID: 69f4500947f34ce924d9b8bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### SimGCD cACC (All): 21.01. Result ID: 69f4500947f34ce924d9b8b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DINO"}. This record does not assert independent reproduction. ### ORCA cACC (All): 20.79. Result ID: 69f4500947f34ce924d9b8b6. [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.