# Generalized Category Discovery on Stanford-Cars New classes Source: [Generalized Category Discovery on Stanford-Cars New classes]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:16:45.275Z Evaluation of Generalized Category Discovery performance specifically on the 'New classes' subset of the Stanford Cars dataset, measured using 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) | Stanford-Cars 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 | | --- | --- | --- | --- | | LegoGCD + CPF-GCD | 53 | Not recorded | 6a45f06ddc71372d7795a04f | | APL | 51.2 | Not recorded | 6a45f06ddc71372d7795a04f | | µGCD | 50.9 | Not recorded | 6a45f06ddc71372d7795a04f | | ConGCD | 49.8 | Not recorded | 6a45f06ddc71372d7795a04f | | SimGCD + CPF-GCD | 49.8 | Not recorded | 6a45f06ddc71372d7795a04f | | SelEx + CPF-GCD | 49.2 | Not recorded | 6a45f06ddc71372d7795a04f | | AMEND | 48.2 | Not recorded | 6a45f06ddc71372d7795a04f | | CMS + CPF-GCD | 48 | Not recorded | 6a45f06ddc71372d7795a04f | | InfoSieve | 46.4 | Not recorded | 6a45f06ddc71372d7795a04f | | SimGCD | 45.7 | Not recorded | 6a45f06ddc71372d7795a04f | | LegoGCD | 44.9 | Not recorded | 6a45f06ddc71372d7795a04f | | SelEx | 44.8 | Not recorded | 6a45f06ddc71372d7795a04f | | ProtoGCD | 44.2 | Not recorded | 6a45f06ddc71372d7795a04f | | PromptCAL | 40.6 | Not recorded | 6a45f06ddc71372d7795a04f | | CMS | 40.6 | Not recorded | 6a45f06ddc71372d7795a04f | | GCD | 29.9 | Not recorded | 6a45f06ddc71372d7795a04f | ### LegoGCD + CPF-GCD Clustering Accuracy: 53. Result ID: 6a461e6b60b88bb33984d4df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### APL Clustering Accuracy: 51.2. Result ID: 6a461e6b60b88bb33984d4da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### µGCD Clustering Accuracy: 50.9. Result ID: 6a461e6b60b88bb33984d4d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ConGCD Clustering Accuracy: 49.8. Result ID: 6a461e6b60b88bb33984d4db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimGCD + CPF-GCD Clustering Accuracy: 49.8. Result ID: 6a461e6b60b88bb33984d4dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### SelEx + CPF-GCD Clustering Accuracy: 49.2. Result ID: 6a461e6b60b88bb33984d4e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### AMEND Clustering Accuracy: 48.2. Result ID: 6a461e6b60b88bb33984d4d6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMS + CPF-GCD Clustering Accuracy: 48. Result ID: 6a461e6b60b88bb33984d4e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### InfoSieve Clustering Accuracy: 46.4. Result ID: 6a461e6b60b88bb33984d4d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimGCD Clustering Accuracy: 45.7. Result ID: 6a461e6b60b88bb33984d4dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### LegoGCD Clustering Accuracy: 44.9. Result ID: 6a461e6b60b88bb33984d4de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### SelEx Clustering Accuracy: 44.8. Result ID: 6a461e6b60b88bb33984d4e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### ProtoGCD Clustering Accuracy: 44.2. Result ID: 6a461e6b60b88bb33984d4d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptCAL Clustering Accuracy: 40.6. Result ID: 6a461e6b60b88bb33984d4d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMS Clustering Accuracy: 40.6. Result ID: 6a461e6b60b88bb33984d4e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### GCD Clustering Accuracy: 29.9. Result ID: 6a461e6b60b88bb33984d4d4. [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.