Open Set Recognition on CIFAR10
0.981AUROC(ARPL + CS)+
Evaluation Results
| Method | Links | |
|---|---|---|
| (ARPL + CS)+Backbone=VGG322021.10 | 0.981 | |
| (ARPL + CS)+Optimization Strategy=Improved (+)2021.10 | 0.981 | |
| Baseline (MLS)Backbone=VGG322021.10 | 0.979 | |
| Baseline (MLS)Optimization Strategy=Improved (+)2021.10 | 0.979 | |
| RPLBackbone=WRN-40-42021.10 | 0.976 | |
| ARPL + CSBackbone=VGG322021.10 | 0.971 | |
| ARPL + CSOptimization Strategy=Standard2021.10 | 0.971 | |
| CGDLBackbone=CPGM-AAE2021.10 | 0.965 | |
| ARPLBackbone=VGG322021.10 | 0.965 | |
| OpenHybridBackbone=VGG322021.10 | 0.962 | |
| OpenHybridOptimization Strategy=Standard2021.10 | 0.962 | |
| PROSERBackbone=WRN-28-102021.10 | 0.96 | |
| Baseline (MSP+)Backbone=VGG322021.10 | 0.956 | |
| Baseline (MSP+)Optimization Strategy=Improved (+)2021.10 | 0.956 | |
| C2AEBackbone=VGG322021.10 | 0.955 | |
| CGDLBackbone=CPGM-AAE2021.10 | 0.953 | |
| OpenHybridAverage over random class partitions=52020.03 | 0.95 | |
| OpenHybrid2020.03 | 0.95 | |
| OpenHybridBackbone=VGG322021.10 | 0.95 | |
| OpenHybridOptimization Strategy=Standard2021.10 | 0.95 | |
| SpHORBackbone=CNN-32, Openness%=22.52025.03 | 0.945 | |
| ConOSRBackbone=CNN-32, Openness%=22.52025.03 | 0.942 | |
| SpHOR(w/o ROrtho)Backbone=CNN-32, Openness%=22.52025.03 | 0.942 | |
| (ARPL + CS)+Backbone=VGG322021.10 | 0.939 | |
| (ARPL + CS)+Optimization Strategy=Improved (+)2021.10 | 0.939 | |
| Baseline (MLS)Backbone=VGG322021.10 | 0.936 | |
| Baseline (MLS)Optimization Strategy=Improved (+)2021.10 | 0.936 | |
| MLSBackbone=CNN-32, Openness%=22.5, Reference=[41]2025.03 | 0.936 | |
| GFROSRBackbone=VGG322021.10 | 0.928 | |
| GFROSRBackbone=WRN-28-102021.10 | 0.915 | |
| BackMixupBackbone=CNN-32, Openness%=22.52025.03 | 0.913 | |
| OSRCI+Backbone=VGG322021.10 | 0.911 | |
| OSRCI+Optimization Strategy=Improved (+)2021.10 | 0.911 | |
| ARPL + CSBackbone=VGG322021.10 | 0.91 | |
| ARPL + CSOptimization Strategy=Standard2021.10 | 0.91 | |
| ARPLBackbone=CNN-32, Openness%=22.52025.03 | 0.91 | |
| RPLBackbone=WRN-40-42021.10 | 0.901 | |
| ARPLBackbone=VGG322021.10 | 0.901 | |
| Baseline (MSP+)Backbone=VGG322021.10 | 0.901 | |
| Baseline (MSP+)Optimization Strategy=Improved (+)2021.10 | 0.901 | |
| C2AE2020.03 | 0.895 | |
| C2AEBackbone=VGG322021.10 | 0.895 | |
| PROSERBackbone=WRN-28-102021.10 | 0.891 | |
| PROSERBackbone=CNN-32, Openness%=22.52025.03 | 0.891 | |
| CROSR2020.03 | 0.883 | |
| OSRCI+Backbone=VGG322021.10 | 0.872 | |
| OSRCI+Optimization Strategy=Improved (+)2021.10 | 0.872 | |
| RPLBackbone=VGG322021.10 | 0.861 | |
| MEDAFBackbone=CNN-32, Openness%=22.52025.03 | 0.86 | |
| RPLBackbone=VGG322021.10 | 0.856 | |
| DIASBackbone=CNN-32, Openness%=22.52025.03 | 0.85 | |
| OSRCIBackbone=VGG322021.10 | 0.838 | |
| OSRCIOptimization Strategy=Standard2021.10 | 0.838 | |
| GFROSRBackbone=WRN-28-102021.10 | 0.831 | |
| GFROSRBackbone=CNN-32, Openness%=22.52025.03 | 0.831 | |
| G-OpenMaxBackbone=VGG322021.10 | 0.827 | |
| OpenMaxBackbone=VGG322021.10 | 0.817 | |
| MSPBackbone=VGG322021.10 | 0.816 | |
| Baseline (MSP)Optimization Strategy=Standard2021.10 | 0.816 | |
| GFROSRBackbone=VGG322021.10 | 0.807 | |
| C2AEBackbone=CNN-32, Openness%=22.52025.03 | 0.711 | |
| OSRCI2020.03 | 0.699 | |
| OSRCIBackbone=VGG322021.10 | 0.699 | |
| OSRCIOptimization Strategy=Standard2021.10 | 0.699 | |
| OSRCIBackbone=CNN-32, Openness%=22.52025.03 | 0.699 | |
| OpenMax2020.03 | 0.695 | |
| OpenMaxBackbone=VGG322021.10 | 0.695 | |
| OpenMaxBackbone=CNN-32, Openness%=22.52025.03 | 0.695 | |
| Soft Max2020.03 | 0.677 | |
| MSPBackbone=VGG322021.10 | 0.677 | |
| Baseline (MSP)Optimization Strategy=Standard2021.10 | 0.677 | |
| MLSBackbone=CNN-32, Openness%=22.52025.03 | 0.677 | |
| G-OpenMax2020.03 | 0.675 | |
| G-OpenMaxBackbone=VGG322021.10 | 0.675 | |
| DIGLM + OEAverage over random class partitions=52020.03 | 0.655 | |
| DIGLMAverage over random class partitions=52020.03 | 0.583 |