# Novel Class Discovery on CIFAR-10 (test) Source: [Novel Class Discovery on CIFAR-10 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:09.860Z Evaluation of Novel Class Discovery performance on the test split of the CIFAR-10 dataset, measured using Seen Accuracy, Novel Accuracy, and All 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 | Novel Class Discovery | | Dataset (including any stated split) | CIFAR-10 (test) | | Metric | Seen Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Seen Acc](): Higher is better; unit: PERCENT. - [Novel Acc](): Higher is better; unit: PERCENT. - [All Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Seen Acc | Result date | Report paper | | --- | --- | --- | --- | | TRSSL | 94.9 | Not recorded | 68fa75851e209131cea68592 | | OwMatch+ | 94.4 | Not recorded | 68fa75851e209131cea68592 | | OpenLDN | 92.4 | Not recorded | 68fa75851e209131cea68592 | | NACH | 91.8 | Not recorded | 68fa75851e209131cea68592 | | OwMatch | 89.3 | Not recorded | 68fa75851e209131cea68592 | | UNO | 86.5 | Not recorded | 68fa75851e209131cea68592 | | ORCA | 82.8 | Not recorded | 68fa75851e209131cea68592 | | RankStats | 71.4 | Not recorded | 68fa75851e209131cea68592 | | DS³L | 70.5 | Not recorded | 68fa75851e209131cea68592 | | FixMatch | 64.3 | Not recorded | 68fa75851e209131cea68592 | | DTC | 42.7 | Not recorded | 68fa75851e209131cea68592 | ### TRSSL Seen Acc: 94.9. Result ID: 6993b9f93a6c3148491817e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Novel class ratio":"50%","Labeled ratio":"10%"}. This record does not assert independent reproduction. ### OwMatch+ Seen Acc: 94.4. Result ID: 6993b9f93a6c3148491817eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Novel class ratio":"50%","Labeled ratio":"10%"}. This record does not assert independent reproduction. ### OpenLDN Seen Acc: 92.4. Result ID: 6993b9f93a6c3148491817e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Novel class ratio":"50%","Labeled ratio":"10%"}. This record does not assert independent reproduction. ### NACH Seen Acc: 91.8. Result ID: 6993b9f93a6c3148491817e7. [Reporting paper]() Recorded evaluation configuration: {"Novel class ratio":"50%","Labeled ratio":"10%"}. This record does not assert independent reproduction. ### OwMatch Seen Acc: 89.3. Result ID: 6993b9f93a6c3148491817ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Novel class ratio":"50%","Labeled ratio":"10%"}. This record does not assert independent reproduction. ### UNO Seen Acc: 86.5. Result ID: 6993b9f93a6c3148491817e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Novel class ratio":"50%","Labeled ratio":"10%"}. This record does not assert independent reproduction. ### ORCA Seen Acc: 82.8. Result ID: 6993b9f93a6c3148491817e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Novel class ratio":"50%","Labeled ratio":"10%"}. This record does not assert independent reproduction. ### RankStats Seen Acc: 71.4. Result ID: 6993b9f93a6c3148491817e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Novel class ratio":"50%","Labeled ratio":"10%"}. This record does not assert independent reproduction. ### DS³L Seen Acc: 70.5. Result ID: 6993b9f93a6c3148491817e2. [Reporting paper]() Recorded evaluation configuration: {"Novel class ratio":"50%","Labeled ratio":"10%"}. This record does not assert independent reproduction. ### FixMatch Seen Acc: 64.3. Result ID: 6993b9f93a6c3148491817e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Novel class ratio":"50%","Labeled ratio":"10%"}. This record does not assert independent reproduction. ### DTC Seen Acc: 42.7. Result ID: 6993b9f93a6c3148491817e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Novel class ratio":"50%","Labeled ratio":"10%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.