# Generalized Category Discovery on FGVC-Aircraft All classes Source: [Generalized Category Discovery on FGVC-Aircraft All classes]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:16:45.196Z Evaluation of Generalized Category Discovery performance using the full set of classes available in the FGVC-Aircraft dataset, measured by Clustering Accuracy. 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 | Generalized Category Discovery | | Dataset (including any stated split) | FGVC-Aircraft All classes | | Metric | Clustering Accuracy | | 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 - [Clustering Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Clustering Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SelEx + CPF-GCD | 61.8 | Not recorded | 6a45f06ddc71372d7795a04f | | SelEx | 61.1 | Not recorded | 6a45f06ddc71372d7795a04f | | ConGCD | 59.7 | Not recorded | 6a45f06ddc71372d7795a04f | | ProtoGCD | 56.8 | Not recorded | 6a45f06ddc71372d7795a04f | | APL | 56.6 | Not recorded | 6a45f06ddc71372d7795a04f | | InfoSieve | 56.3 | Not recorded | 6a45f06ddc71372d7795a04f | | LegoGCD + CPF-GCD | 56.3 | Not recorded | 6a45f06ddc71372d7795a04f | | SimGCD + CPF-GCD | 55.8 | Not recorded | 6a45f06ddc71372d7795a04f | | LegoGCD | 54.6 | Not recorded | 6a45f06ddc71372d7795a04f | | SimGCD | 54.5 | Not recorded | 6a45f06ddc71372d7795a04f | | µGCD | 53.8 | Not recorded | 6a45f06ddc71372d7795a04f | | AMEND | 52.8 | Not recorded | 6a45f06ddc71372d7795a04f | | PromptCAL | 52.2 | Not recorded | 6a45f06ddc71372d7795a04f | | CMS + CPF-GCD | 51.5 | Not recorded | 6a45f06ddc71372d7795a04f | | CMS | 50.8 | Not recorded | 6a45f06ddc71372d7795a04f | | GCD | 45 | Not recorded | 6a45f06ddc71372d7795a04f | ### SelEx + CPF-GCD Clustering Accuracy: 61.8. Result ID: 6a461e6b60b88bb33984d493. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### SelEx Clustering Accuracy: 61.1. Result ID: 6a461e6b60b88bb33984d492. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### ConGCD Clustering Accuracy: 59.7. Result ID: 6a461e6b60b88bb33984d48b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProtoGCD Clustering Accuracy: 56.8. Result ID: 6a461e6b60b88bb33984d488. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### APL Clustering Accuracy: 56.6. Result ID: 6a461e6b60b88bb33984d48a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InfoSieve Clustering Accuracy: 56.3. Result ID: 6a461e6b60b88bb33984d489. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LegoGCD + CPF-GCD Clustering Accuracy: 56.3. Result ID: 6a461e6b60b88bb33984d48f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### SimGCD + CPF-GCD Clustering Accuracy: 55.8. Result ID: 6a461e6b60b88bb33984d48d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### LegoGCD Clustering Accuracy: 54.6. Result ID: 6a461e6b60b88bb33984d48e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### SimGCD Clustering Accuracy: 54.5. Result ID: 6a461e6b60b88bb33984d48c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### µGCD Clustering Accuracy: 53.8. Result ID: 6a461e6b60b88bb33984d487. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AMEND Clustering Accuracy: 52.8. Result ID: 6a461e6b60b88bb33984d486. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptCAL Clustering Accuracy: 52.2. Result ID: 6a461e6b60b88bb33984d485. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMS + CPF-GCD Clustering Accuracy: 51.5. Result ID: 6a461e6b60b88bb33984d491. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### CMS Clustering Accuracy: 50.8. Result ID: 6a461e6b60b88bb33984d490. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### GCD Clustering Accuracy: 45. Result ID: 6a461e6b60b88bb33984d484. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.