# Online Category Discovery on ImageNet-100 Source: [Online Category Discovery on ImageNet-100]() Collection index: [llms.txt]() Data updated: 2026-04-14T12:01:52.302Z Evaluation of Online Category Discovery performance on the ImageNet-100 dataset, reporting accuracy percentages 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) | ImageNet-100 | | Metric | Accuracy (All) | | 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 (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 | 68.9 | Not recorded | 69ddca527d0172140ec79d7a | | PACO | 67.8 | Not recorded | 69ddca527d0172140ec79d7a | | AGE | 48.2 | Not recorded | 69ddca527d0172140ec79d7a | | SynC | 44 | Not recorded | 69ddca527d0172140ec79d7a | | SMILE | 39.9 | Not recorded | 69ddca527d0172140ec79d7a | | PHE | 39.2 | Not recorded | 69ddca527d0172140ec79d7a | | SLC | 34.2 | Not recorded | 69ddca527d0172140ec79d7a | | SMILE | 33.8 | Not recorded | 69ddca527d0172140ec79d7a | | MLDG | 33.6 | Not recorded | 69ddca527d0172140ec79d7a | | RankStat | 33.1 | Not recorded | 69ddca527d0172140ec79d7a | | WTA | 33.1 | Not recorded | 69ddca527d0172140ec79d7a | | SLC | 32.9 | Not recorded | 69ddca527d0172140ec79d7a | | RankStat | 31.1 | Not recorded | 69ddca527d0172140ec79d7a | | WTA | 30.8 | Not recorded | 69ddca527d0172140ec79d7a | | MLDG | 30.6 | Not recorded | 69ddca527d0172140ec79d7a | ### PACO Accuracy (All): 68.9. Result ID: 69de2bd947f34ce924c6d6f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Greedy–Hungarian"}. This record does not assert independent reproduction. ### PACO Accuracy (All): 67.8. Result ID: 69de2bd947f34ce924c6d701. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### AGE Accuracy (All): 48.2. Result ID: 69de2bd947f34ce924c6d700. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### SynC Accuracy (All): 44. Result ID: 69de2bd947f34ce924c6d6ff. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### SMILE Accuracy (All): 39.9. Result ID: 69de2bd947f34ce924c6d6f7. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Greedy–Hungarian"}. This record does not assert independent reproduction. ### PHE Accuracy (All): 39.2. Result ID: 69de2bd947f34ce924c6d6fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### SLC Accuracy (All): 34.2. Result ID: 69de2bd947f34ce924c6d6f3. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Greedy–Hungarian"}. This record does not assert independent reproduction. ### SMILE Accuracy (All): 33.8. Result ID: 69de2bd947f34ce924c6d6fd. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### MLDG Accuracy (All): 33.6. Result ID: 69de2bd947f34ce924c6d6f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Greedy–Hungarian"}. This record does not assert independent reproduction. ### RankStat Accuracy (All): 33.1. Result ID: 69de2bd947f34ce924c6d6f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Greedy–Hungarian"}. This record does not assert independent reproduction. ### WTA Accuracy (All): 33.1. Result ID: 69de2bd947f34ce924c6d6f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Greedy–Hungarian"}. This record does not assert independent reproduction. ### SLC Accuracy (All): 32.9. Result ID: 69de2bd947f34ce924c6d6f9. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### RankStat Accuracy (All): 31.1. Result ID: 69de2bd947f34ce924c6d6fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### WTA Accuracy (All): 30.8. Result ID: 69de2bd947f34ce924c6d6fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Strict–Hungarian"}. This record does not assert independent reproduction. ### MLDG Accuracy (All): 30.6. Result ID: 69de2bd947f34ce924c6d6fa. [Reporting paper]() [Method origin paper]() 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.