# Generalized Category Discovery on FGVC-Aircraft New classes Source: [Generalized Category Discovery on FGVC-Aircraft New classes]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:16:45.234Z Evaluation of Generalized Category Discovery performance on the 'New classes' subset of 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 New 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 | | --- | --- | --- | --- | | ConGCD | 59.2 | Not recorded | 6a45f06ddc71372d7795a04f | | SelEx + CPF-GCD | 58.1 | Not recorded | 6a45f06ddc71372d7795a04f | | SelEx | 57.3 | Not recorded | 6a45f06ddc71372d7795a04f | | APL | 54.8 | Not recorded | 6a45f06ddc71372d7795a04f | | SimGCD + CPF-GCD | 54.2 | Not recorded | 6a45f06ddc71372d7795a04f | | ProtoGCD | 53.9 | Not recorded | 6a45f06ddc71372d7795a04f | | LegoGCD + CPF-GCD | 53.2 | Not recorded | 6a45f06ddc71372d7795a04f | | µGCD | 53 | Not recorded | 6a45f06ddc71372d7795a04f | | InfoSieve | 52.5 | Not recorded | 6a45f06ddc71372d7795a04f | | PromptCAL | 52.3 | Not recorded | 6a45f06ddc71372d7795a04f | | SimGCD | 52.1 | Not recorded | 6a45f06ddc71372d7795a04f | | LegoGCD | 50.6 | Not recorded | 6a45f06ddc71372d7795a04f | | AMEND | 48.3 | Not recorded | 6a45f06ddc71372d7795a04f | | CMS + CPF-GCD | 47 | Not recorded | 6a45f06ddc71372d7795a04f | | GCD | 46.9 | Not recorded | 6a45f06ddc71372d7795a04f | | CMS | 45.1 | Not recorded | 6a45f06ddc71372d7795a04f | ### ConGCD Clustering Accuracy: 59.2. Result ID: 6a461e6b60b88bb33984d4ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelEx + CPF-GCD Clustering Accuracy: 58.1. Result ID: 6a461e6b60b88bb33984d4b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### SelEx Clustering Accuracy: 57.3. Result ID: 6a461e6b60b88bb33984d4b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### APL Clustering Accuracy: 54.8. Result ID: 6a461e6b60b88bb33984d4aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimGCD + CPF-GCD Clustering Accuracy: 54.2. Result ID: 6a461e6b60b88bb33984d4ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### ProtoGCD Clustering Accuracy: 53.9. Result ID: 6a461e6b60b88bb33984d4a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LegoGCD + CPF-GCD Clustering Accuracy: 53.2. Result ID: 6a461e6b60b88bb33984d4af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### µGCD Clustering Accuracy: 53. Result ID: 6a461e6b60b88bb33984d4a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InfoSieve Clustering Accuracy: 52.5. Result ID: 6a461e6b60b88bb33984d4a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptCAL Clustering Accuracy: 52.3. Result ID: 6a461e6b60b88bb33984d4a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimGCD Clustering Accuracy: 52.1. Result ID: 6a461e6b60b88bb33984d4ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### LegoGCD Clustering Accuracy: 50.6. Result ID: 6a461e6b60b88bb33984d4ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### AMEND Clustering Accuracy: 48.3. Result ID: 6a461e6b60b88bb33984d4a6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMS + CPF-GCD Clustering Accuracy: 47. Result ID: 6a461e6b60b88bb33984d4b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### GCD Clustering Accuracy: 46.9. Result ID: 6a461e6b60b88bb33984d4a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMS Clustering Accuracy: 45.1. Result ID: 6a461e6b60b88bb33984d4b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.