# Category Discovery on Stanford Cars Old classes Source: [Category Discovery on Stanford Cars Old classes]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:16:45.300Z Evaluation of Category Discovery performance on the Stanford Cars Old classes dataset, measured using 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 | Category Discovery | | Dataset (including any stated split) | Stanford Cars Old classes | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | µGCD | 91 | Not recorded | 68fa5b211e209131ce9c5922 | | SimGCD | 81.9 | Not recorded | 68fa5b211e209131ce9c5922 | | ConGCD | 79 | Not recorded | 6a45f06ddc71372d7795a04f | | SelEx + CPF-GCD | 79 | Not recorded | 6a45f06ddc71372d7795a04f | | OpenCon | 78.6 | Not recorded | 68fa5b211e209131ce9c5922 | | CMS + CPF-GCD | 78.2 | Not recorded | 6a45f06ddc71372d7795a04f | | APL | 77.6 | Not recorded | 6a45f06ddc71372d7795a04f | | SelEx | 77.6 | Not recorded | 6a45f06ddc71372d7795a04f | | InfoSieve | 74.8 | Not recorded | 6a45f06ddc71372d7795a04f | | ProtoGCD | 73.7 | Not recorded | 6a45f06ddc71372d7795a04f | | SimGCD + CPF-GCD | 73.7 | Not recorded | 6a45f06ddc71372d7795a04f | | LegoGCD + CPF-GCD | 73.6 | Not recorded | 6a45f06ddc71372d7795a04f | | CMS | 73.5 | Not recorded | 6a45f06ddc71372d7795a04f | | AMEND | 73.3 | Not recorded | 6a45f06ddc71372d7795a04f | | SimGCD | 72.8 | Not recorded | 6a45f06ddc71372d7795a04f | | LegoGCD | 72.2 | Not recorded | 6a45f06ddc71372d7795a04f | | SimGCD | 71.9 | Not recorded | 68fa5b211e209131ce9c5922 | | UNO+ | 70.5 | Not recorded | 68fa5b211e209131ce9c5922 | | PromptCAL | 70.1 | Not recorded | 68fa5b211e209131ce9c5922 | | PromptCAL | 70.1 | Not recorded | 6a45f06ddc71372d7795a04f | | µGCD | 68.1 | Not recorded | 68fa5b211e209131ce9c5922 | | µGCD | 68.1 | Not recorded | 6a45f06ddc71372d7795a04f | | GCD | 67.8 | Not recorded | 68fa5b211e209131ce9c5922 | | MIB | 66.9 | Not recorded | 68fa5b211e209131ce9c5922 | | RankStats+ | 61.8 | Not recorded | 68fa5b211e209131ce9c5922 | | XCon | 58.8 | Not recorded | 68fa5b211e209131ce9c5922 | | GCD | 57.6 | Not recorded | 68fa5b211e209131ce9c5922 | | GCD | 57.6 | Not recorded | 6a45f06ddc71372d7795a04f | | ORCA | 50.1 | Not recorded | 68fa5b211e209131ce9c5922 | | k-means | 24.5 | Not recorded | 68fa5b211e209131ce9c5922 | | k-means | 10.6 | Not recorded | 68fa5b211e209131ce9c5922 | ### µGCD Accuracy: 91. Result ID: 698bb0ad7a967eddb770a24c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training":"DINOv2"}. This record does not assert independent reproduction. ### SimGCD Accuracy: 81.9. Result ID: 698bb0ad7a967eddb770a24b. [Reporting paper]() Recorded evaluation configuration: {"Pre-training":"DINOv2"}. This record does not assert independent reproduction. ### ConGCD Accuracy: 79. Result ID: 6a461e6b60b88bb33984d4cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelEx + CPF-GCD Accuracy: 79. Result ID: 6a461e6b60b88bb33984d4d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### OpenCon Accuracy: 78.6. Result ID: 698bb0ad7a967eddb770a244. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### CMS + CPF-GCD Accuracy: 78.2. Result ID: 6a461e6b60b88bb33984d4d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### APL Accuracy: 77.6. Result ID: 6a461e6b60b88bb33984d4ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelEx Accuracy: 77.6. Result ID: 6a461e6b60b88bb33984d4d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### InfoSieve Accuracy: 74.8. Result ID: 6a461e6b60b88bb33984d4c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProtoGCD Accuracy: 73.7. Result ID: 6a461e6b60b88bb33984d4c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimGCD + CPF-GCD Accuracy: 73.7. Result ID: 6a461e6b60b88bb33984d4cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### LegoGCD + CPF-GCD Accuracy: 73.6. Result ID: 6a461e6b60b88bb33984d4cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"CPF-GCD"}. This record does not assert independent reproduction. ### CMS Accuracy: 73.5. Result ID: 6a461e6b60b88bb33984d4d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### AMEND Accuracy: 73.3. Result ID: 6a461e6b60b88bb33984d4c6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimGCD Accuracy: 72.8. Result ID: 6a461e6b60b88bb33984d4cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### LegoGCD Accuracy: 72.2. Result ID: 6a461e6b60b88bb33984d4ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"extension":"None"}. This record does not assert independent reproduction. ### SimGCD Accuracy: 71.9. Result ID: 698bb0ad7a967eddb770a247. [Reporting paper]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### UNO+ Accuracy: 70.5. Result ID: 698bb0ad7a967eddb770a240. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### PromptCAL Accuracy: 70.1. Result ID: 698bb0ad7a967eddb770a246. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### PromptCAL Accuracy: 70.1. Result ID: 6a461e6b60b88bb33984d4c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### µGCD Accuracy: 68.1. Result ID: 698bb0ad7a967eddb770a248. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### µGCD Accuracy: 68.1. Result ID: 6a461e6b60b88bb33984d4c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCD Accuracy: 67.8. Result ID: 698bb0ad7a967eddb770a24a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"DINOv2"}. This record does not assert independent reproduction. ### MIB Accuracy: 66.9. Result ID: 698bb0ad7a967eddb770a245. [Reporting paper]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### RankStats+ Accuracy: 61.8. Result ID: 698bb0ad7a967eddb770a23f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### XCon Accuracy: 58.8. Result ID: 698bb0ad7a967eddb770a243. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### GCD Accuracy: 57.6. Result ID: 698bb0ad7a967eddb770a242. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### GCD Accuracy: 57.6. Result ID: 6a461e6b60b88bb33984d4c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ORCA Accuracy: 50.1. Result ID: 698bb0ad7a967eddb770a241. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### k-means Accuracy: 24.5. Result ID: 698bb0ad7a967eddb770a249. [Reporting paper]() Recorded evaluation configuration: {"Pre-training":"DINOv2"}. This record does not assert independent reproduction. ### k-means Accuracy: 10.6. Result ID: 698bb0ad7a967eddb770a23e. [Reporting paper]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.