# Generalized Category Discovery on Stanford-Cars All classes Source: [Generalized Category Discovery on Stanford-Cars All classes]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:16:45.253Z Evaluation of Generalized Category Discovery performance using all classes available in the Stanford Cars dataset. 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) | Stanford-Cars 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 | | --- | --- | --- | --- | | APL | 60.1 | Not recorded | 6a45f06ddc71372d7795a04f | | LegoGCD + CPF-GCD | 59.7 | Not recorded | 6a45f06ddc71372d7795a04f | | ConGCD | 59.1 | Not recorded | 6a45f06ddc71372d7795a04f | | SelEx + CPF-GCD | 58.9 | Not recorded | 6a45f06ddc71372d7795a04f | | CMS + CPF-GCD | 57.9 | Not recorded | 6a45f06ddc71372d7795a04f | | SimGCD + CPF-GCD | 57.6 | Not recorded | 6a45f06ddc71372d7795a04f | | µGCD | 56.5 | Not recorded | 6a45f06ddc71372d7795a04f | | AMEND | 56.4 | Not recorded | 6a45f06ddc71372d7795a04f | | InfoSieve | 55.7 | Not recorded | 6a45f06ddc71372d7795a04f | | SelEx | 55.5 | Not recorded | 6a45f06ddc71372d7795a04f | | SimGCD | 54.6 | Not recorded | 6a45f06ddc71372d7795a04f | | ProtoGCD | 53.8 | Not recorded | 6a45f06ddc71372d7795a04f | | LegoGCD | 53.7 | Not recorded | 6a45f06ddc71372d7795a04f | | CMS | 51.3 | Not recorded | 6a45f06ddc71372d7795a04f | | PromptCAL | 50.2 | Not recorded | 6a45f06ddc71372d7795a04f | | GCD | 39 | Not recorded | 6a45f06ddc71372d7795a04f | ### APL Clustering Accuracy: 60.1. Result ID: 6a461e6b60b88bb33984d4ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LegoGCD + CPF-GCD Clustering Accuracy: 59.7. Result ID: 6a461e6b60b88bb33984d4bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### ConGCD Clustering Accuracy: 59.1. Result ID: 6a461e6b60b88bb33984d4bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelEx + CPF-GCD Clustering Accuracy: 58.9. Result ID: 6a461e6b60b88bb33984d4c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### CMS + CPF-GCD Clustering Accuracy: 57.9. Result ID: 6a461e6b60b88bb33984d4c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### SimGCD + CPF-GCD Clustering Accuracy: 57.6. Result ID: 6a461e6b60b88bb33984d4bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### µGCD Clustering Accuracy: 56.5. Result ID: 6a461e6b60b88bb33984d4b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AMEND Clustering Accuracy: 56.4. Result ID: 6a461e6b60b88bb33984d4b6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InfoSieve Clustering Accuracy: 55.7. Result ID: 6a461e6b60b88bb33984d4b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelEx Clustering Accuracy: 55.5. Result ID: 6a461e6b60b88bb33984d4c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### SimGCD Clustering Accuracy: 54.6. Result ID: 6a461e6b60b88bb33984d4bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### ProtoGCD Clustering Accuracy: 53.8. Result ID: 6a461e6b60b88bb33984d4b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LegoGCD Clustering Accuracy: 53.7. Result ID: 6a461e6b60b88bb33984d4be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### CMS Clustering Accuracy: 51.3. Result ID: 6a461e6b60b88bb33984d4c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### PromptCAL Clustering Accuracy: 50.2. Result ID: 6a461e6b60b88bb33984d4b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCD Clustering Accuracy: 39. Result ID: 6a461e6b60b88bb33984d4b4. [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.