# Category Discovery on Stanford Cars All classes Source: [Category Discovery on Stanford Cars All classes]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:08.792Z Evaluation of Category Discovery performance on the Stanford Cars dataset, specifically focusing on all defined classes. 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 All classes | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | 76.1 | Not recorded | 68fa5b211e209131ce9c5922 | | SimGCD | 71.5 | Not recorded | 68fa5b211e209131ce9c5922 | | GCD | 65.7 | Not recorded | 68fa5b211e209131ce9c5922 | | µGCD | 56.5 | Not recorded | 68fa5b211e209131ce9c5922 | | SimGCD | 53.8 | Not recorded | 68fa5b211e209131ce9c5922 | | PromptCAL | 50.2 | Not recorded | 68fa5b211e209131ce9c5922 | | OpenCon | 49.1 | Not recorded | 68fa5b211e209131ce9c5922 | | MIB | 43.1 | Not recorded | 68fa5b211e209131ce9c5922 | | XCon | 40.5 | Not recorded | 68fa5b211e209131ce9c5922 | | GCD | 39 | Not recorded | 68fa5b211e209131ce9c5922 | | UNO+ | 35.5 | Not recorded | 68fa5b211e209131ce9c5922 | | k-means | 29.4 | Not recorded | 68fa5b211e209131ce9c5922 | | RankStats+ | 28.3 | Not recorded | 68fa5b211e209131ce9c5922 | | ORCA | 23.5 | Not recorded | 68fa5b211e209131ce9c5922 | | k-means | 12.8 | Not recorded | 68fa5b211e209131ce9c5922 | ### µGCD Accuracy: 76.1. Result ID: 698bb0ad7a967eddb770a23d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training":"DINOv2"}. This record does not assert independent reproduction. ### SimGCD Accuracy: 71.5. Result ID: 698bb0ad7a967eddb770a23c. [Reporting paper]() Recorded evaluation configuration: {"Pre-training":"DINOv2"}. This record does not assert independent reproduction. ### GCD Accuracy: 65.7. Result ID: 698bb0ad7a967eddb770a23b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"DINOv2"}. This record does not assert independent reproduction. ### µGCD Accuracy: 56.5. Result ID: 698bb0ad7a967eddb770a239. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### SimGCD Accuracy: 53.8. Result ID: 698bb0ad7a967eddb770a238. [Reporting paper]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### PromptCAL Accuracy: 50.2. Result ID: 698bb0ad7a967eddb770a237. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### OpenCon Accuracy: 49.1. Result ID: 698bb0ad7a967eddb770a235. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### MIB Accuracy: 43.1. Result ID: 698bb0ad7a967eddb770a236. [Reporting paper]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### XCon Accuracy: 40.5. Result ID: 698bb0ad7a967eddb770a234. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### GCD Accuracy: 39. Result ID: 698bb0ad7a967eddb770a233. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### UNO+ Accuracy: 35.5. Result ID: 698bb0ad7a967eddb770a231. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### k-means Accuracy: 29.4. Result ID: 698bb0ad7a967eddb770a23a. [Reporting paper]() Recorded evaluation configuration: {"Pre-training":"DINOv2"}. This record does not assert independent reproduction. ### RankStats+ Accuracy: 28.3. Result ID: 698bb0ad7a967eddb770a230. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### ORCA Accuracy: 23.5. Result ID: 698bb0ad7a967eddb770a232. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training":"DINO"}. This record does not assert independent reproduction. ### k-means Accuracy: 12.8. Result ID: 698bb0ad7a967eddb770a22f. [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.