# Online Category Discovery on Oxford Pets Source: [Online Category Discovery on Oxford Pets]() Collection index: [llms.txt]() Data updated: 2026-04-14T12:01:52.343Z Evaluation of Online Category Discovery performance on the Oxford Pets dataset, reporting metrics for All, Old, and New categories. 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 | Online Category Discovery | | Dataset (including any stated split) | Oxford Pets | | Metric | Accuracy (All) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 (All)](): Higher is better; unit: PERCENT. - [Accuracy (Old)](): Higher is better; unit: PERCENT. - [Accuracy (New)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (All) | Result date | Report paper | | --- | --- | --- | --- | | PACO | 78.1 | Not recorded | 69ddca527d0172140ec79d7a | | PACO | 71.8 | Not recorded | 69ddca527d0172140ec79d7a | | SynC | 61.7 | Not recorded | 69ddca527d0172140ec79d7a | | AGE | 61.5 | Not recorded | 69ddca527d0172140ec79d7a | | SMILE | 54.1 | Not recorded | 69ddca527d0172140ec79d7a | | DiffGRE-P | 48.6 | Not recorded | 69ddca527d0172140ec79d7a | | PHE | 48.3 | Not recorded | 69ddca527d0172140ec79d7a | | SMILE | 42.9 | Not recorded | 69ddca527d0172140ec79d7a | | DiffGRE-S | 42.4 | Not recorded | 69ddca527d0172140ec79d7a | | SLC | 35.5 | Not recorded | 69ddca527d0172140ec79d7a | | WTA | 35.2 | Not recorded | 69ddca527d0172140ec79d7a | | RankStat | 33.2 | Not recorded | 69ddca527d0172140ec79d7a | ### PACO Accuracy (All): 78.1. Result ID: 69de2bd947f34ce924c6d725. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Greedy–Hungarian"}. This record does not assert independent reproduction. ### PACO Accuracy (All): 71.8. Result ID: 69de2bd947f34ce924c6d72f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### SynC Accuracy (All): 61.7. Result ID: 69de2bd947f34ce924c6d72d. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### AGE Accuracy (All): 61.5. Result ID: 69de2bd947f34ce924c6d72e. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### SMILE Accuracy (All): 54.1. Result ID: 69de2bd947f34ce924c6d724. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Greedy–Hungarian"}. This record does not assert independent reproduction. ### DiffGRE-P Accuracy (All): 48.6. Result ID: 69de2bd947f34ce924c6d72c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### PHE Accuracy (All): 48.3. Result ID: 69de2bd947f34ce924c6d72a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### SMILE Accuracy (All): 42.9. Result ID: 69de2bd947f34ce924c6d729. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### DiffGRE-S Accuracy (All): 42.4. Result ID: 69de2bd947f34ce924c6d72b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### SLC Accuracy (All): 35.5. Result ID: 69de2bd947f34ce924c6d726. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### WTA Accuracy (All): 35.2. Result ID: 69de2bd947f34ce924c6d728. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### RankStat Accuracy (All): 33.2. Result ID: 69de2bd947f34ce924c6d727. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.