# Open-set recognition on CIFAR+10 (4 closed, 10 open from CIFAR100) Source: [Open-set recognition on CIFAR+10 (4 closed, 10 open from CIFAR100)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:54.521Z Evaluation of Open-Set Recognition performance on a specific CIFAR+10 configuration featuring 4 known classes from CIFAR10 and 10 unknown classes derived from CIFAR100, typically measured using AUROC. 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 | Open-set recognition | | Dataset (including any stated split) | CIFAR+10 4 closed CIFAR10 classes, 10 open CIFAR100 classes 1.0 | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | LMC | 98.9 | Not recorded | 68fa71861e209131cea51c49 | | MLS | 97.9 | Not recorded | 68fa71861e209131cea51c49 | | PMAL | 97.8 | Not recorded | 68fa71861e209131cea51c49 | | ZOC | 97.8 | Not recorded | 68fa71861e209131cea51c49 | | RPL | 97.6 | Not recorded | 68fa71861e209131cea51c49 | | ARPL+CS | 97.1 | Not recorded | 68fa71861e209131cea51c49 | | LMC | 96.8 | Not recorded | 68fa71861e209131cea51c49 | | ARPL | 96.5 | Not recorded | 68fa71861e209131cea51c49 | | Softmax | 96.5 | Not recorded | 68fa71861e209131cea51c49 | | CSSR | 96.3 | Not recorded | 68fa71861e209131cea51c49 | | OpenHybrid | 96.2 | Not recorded | 68fa71861e209131cea51c49 | | Class-inclusion | 96.1 | Not recorded | 68fa71861e209131cea51c49 | | RCSSR | 96 | Not recorded | 68fa71861e209131cea51c49 | | C2AE | 95.5 | Not recorded | 68fa71861e209131cea51c49 | | ARPL+CS | 94.7 | Not recorded | 68fa71861e209131cea51c49 | | Softmax | 94 | Not recorded | 68fa71861e209131cea51c49 | | ARPL | 93.5 | Not recorded | 68fa71861e209131cea51c49 | | ODL+ | 93.2 | Not recorded | 68fa71861e209131cea51c49 | | ODL | 92.5 | Not recorded | 68fa71861e209131cea51c49 | | DIAS | 92 | Not recorded | 68fa71861e209131cea51c49 | | RPL | 91.8 | Not recorded | 68fa71861e209131cea51c49 | | ODL+ | 91.1 | Not recorded | 68fa71861e209131cea51c49 | | GCPL | 91 | Not recorded | 68fa71861e209131cea51c49 | | ODL | 89.1 | Not recorded | 68fa71861e209131cea51c49 | | CVAECapOSR | 88.8 | Not recorded | 68fa71861e209131cea51c49 | | OSRCI | 83.8 | Not recorded | 68fa71861e209131cea51c49 | ### LMC AUROC: 98.9. Result ID: 6991eea53a6c3148490b849b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Extra training process":"Not involved"}. This record does not assert independent reproduction. ### MLS AUROC: 97.9. Result ID: 6991eea53a6c3148490b8493. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"ICLR 2022","Extra training process":"Involved"}. This record does not assert independent reproduction. ### PMAL AUROC: 97.8. Result ID: 6991eea53a6c3148490b8491. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"AAAI 2022","Extra training process":"Involved"}. This record does not assert independent reproduction. ### ZOC AUROC: 97.8. Result ID: 6991eea53a6c3148490b8492. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"AAAI 2022","Extra training process":"Involved"}. This record does not assert independent reproduction. ### RPL AUROC: 97.6. Result ID: 6991eea53a6c3148490b848c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ECCV 2020","Extra training process":"Involved"}. This record does not assert independent reproduction. ### ARPL+CS AUROC: 97.1. Result ID: 6991eea53a6c3148490b8490. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"TPAMI 2021","Extra training process":"Involved"}. This record does not assert independent reproduction. ### LMC AUROC: 96.8. Result ID: 6991eea53a6c3148490b84cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Involves extra training":false}. This record does not assert independent reproduction. ### ARPL AUROC: 96.5. Result ID: 6991eea53a6c3148490b848f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"TPAMI 2021","Extra training process":"Involved"}. This record does not assert independent reproduction. ### Softmax AUROC: 96.5. Result ID: 6991eea53a6c3148490b849a. [Reporting paper]() Recorded evaluation configuration: {"Extra training process":"Not involved"}. This record does not assert independent reproduction. ### CSSR AUROC: 96.3. Result ID: 6991eea53a6c3148490b8498. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"TPAMI 2022","Extra training process":"Involved"}. This record does not assert independent reproduction. ### OpenHybrid AUROC: 96.2. Result ID: 6991eea53a6c3148490b848d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ECCV 2020","Extra training process":"Involved"}. This record does not assert independent reproduction. ### Class-inclusion AUROC: 96.1. Result ID: 6991eea53a6c3148490b8495. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ECCV 2022","Extra training process":"Involved"}. This record does not assert independent reproduction. ### RCSSR AUROC: 96. Result ID: 6991eea53a6c3148490b8499. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"TPAMI 2022","Extra training process":"Involved"}. This record does not assert independent reproduction. ### C2AE AUROC: 95.5. Result ID: 6991eea53a6c3148490b848b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR 2019","Extra training process":"Involved"}. This record does not assert independent reproduction. ### ARPL+CS AUROC: 94.7. Result ID: 6991eea53a6c3148490b84cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"TPAMI 2021","Involves extra training":true}. This record does not assert independent reproduction. ### Softmax AUROC: 94. Result ID: 6991eea53a6c3148490b84ce. [Reporting paper]() Recorded evaluation configuration: {"Involves extra training":false}. This record does not assert independent reproduction. ### ARPL AUROC: 93.5. Result ID: 6991eea53a6c3148490b84ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"TPAMI 2021","Involves extra training":true}. This record does not assert independent reproduction. ### ODL+ AUROC: 93.2. Result ID: 6991eea53a6c3148490b84cd. [Reporting paper]() Recorded evaluation configuration: {"Venue":"TPAMI 2022","Involves extra training":true}. This record does not assert independent reproduction. ### ODL AUROC: 92.5. Result ID: 6991eea53a6c3148490b84cc. [Reporting paper]() Recorded evaluation configuration: {"Venue":"TPAMI 2022","Involves extra training":true}. This record does not assert independent reproduction. ### DIAS AUROC: 92. Result ID: 6991eea53a6c3148490b8494. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ECCV 2022","Extra training process":"Involved"}. This record does not assert independent reproduction. ### RPL AUROC: 91.8. Result ID: 6991eea53a6c3148490b84c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ECCV 2020","Involves extra training":true}. This record does not assert independent reproduction. ### ODL+ AUROC: 91.1. Result ID: 6991eea53a6c3148490b8497. [Reporting paper]() Recorded evaluation configuration: {"Venue":"TPAMI 2022","Extra training process":"Involved"}. This record does not assert independent reproduction. ### GCPL AUROC: 91. Result ID: 6991eea53a6c3148490b84c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"CVPR 2018","Involves extra training":true}. This record does not assert independent reproduction. ### ODL AUROC: 89.1. Result ID: 6991eea53a6c3148490b8496. [Reporting paper]() Recorded evaluation configuration: {"Venue":"TPAMI 2022","Extra training process":"Involved"}. This record does not assert independent reproduction. ### CVAECapOSR AUROC: 88.8. Result ID: 6991eea53a6c3148490b848e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICCV 2021","Extra training process":"Involved"}. This record does not assert independent reproduction. ### OSRCI AUROC: 83.8. Result ID: 6991eea53a6c3148490b848a. [Reporting paper]() Recorded evaluation configuration: {"Venue":"ECCV 2018","Extra training process":"Involved"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.