Open Set Recognition on CIFAR+50
97.3AUROCConOSR
Evaluation results
| Method | Links | |
|---|---|---|
| ConOSRBackbone=CNN-32, Openness%=72.72025.03 | 97.3 | |
| SpHORBackbone=CNN-32, Openness%=72.72025.03 | 97.2 | |
| SpHOR(w/o ROrtho)Backbone=CNN-32, Openness%=72.72025.03 | 96.9 | |
| RPLBackbone=WRN-40-42021.10 | 96.8 | |
| (ARPL + CS)+Backbone=VGG322021.10 | 96.7 | |
| (ARPL + CS)+Optimization Strategy=Improved (+)2021.10 | 96.7 | |
| Baseline (MLS)Backbone=VGG322021.10 | 96.5 | |
| Baseline (MLS)Optimization Strategy=Improved (+)2021.10 | 96.5 | |
| MLSBackbone=CNN-32, Openness%=72.7, Reference=[41]2025.03 | 96.5 | |
| CGDLBackbone=CPGM-AAE2021.10 | 96.1 | |
| OpenHybridAverage over random class partitions=52020.03 | 95.5 | |
| OpenHybrid2020.03 | 95.5 | |
| OpenHybridBackbone=VGG322021.10 | 95.5 | |
| OpenHybridOptimization Strategy=Standard2021.10 | 95.5 | |
| MEDAFBackbone=CNN-32, Openness%=72.72025.03 | 95.5 | |
| PROSERBackbone=CNN-32, Openness%=72.72025.03 | 95.3 | |
| ARPL + CSBackbone=VGG322021.10 | 95.1 | |
| ARPL + CSOptimization Strategy=Standard2021.10 | 95.1 | |
| ARPLBackbone=CNN-32, Openness%=72.72025.03 | 95.1 | |
| ARPLBackbone=VGG322021.10 | 94.3 | |
| Baseline (MSP+)Backbone=VGG322021.10 | 94 | |
| Baseline (MSP+)Optimization Strategy=Improved (+)2021.10 | 94 | |
| C2AE2020.03 | 93.7 | |
| C2AEBackbone=VGG322021.10 | 93.7 | |
| GFROSRBackbone=VGG322021.10 | 92.6 | |
| BackMixupBackbone=CNN-32, Openness%=72.72025.03 | 92.3 | |
| DIASBackbone=CNN-32, Openness%=72.72025.03 | 91.6 | |
| GFROSRBackbone=WRN-28-102021.10 | 91.3 | |
| GFROSRBackbone=CNN-32, Openness%=72.72025.03 | 91.3 | |
| CROSR2020.03 | 90.5 | |
| OSRCI+Backbone=VGG322021.10 | 90.3 | |
| OSRCI+Optimization Strategy=Improved (+)2021.10 | 90.3 | |
| PROSERBackbone=WRN-28-102021.10 | 85.3 | |
| RPLBackbone=VGG322021.10 | 85 | |
| OSRCI2020.03 | 82.7 | |
| OSRCIBackbone=VGG322021.10 | 82.7 | |
| OSRCIOptimization Strategy=Standard2021.10 | 82.7 | |
| OSRCIBackbone=CNN-32, Openness%=72.72025.03 | 82.7 | |
| G-OpenMax2020.03 | 81.9 | |
| G-OpenMaxBackbone=VGG322021.10 | 81.9 | |
| Soft Max2020.03 | 80.5 | |
| MSPBackbone=VGG322021.10 | 80.5 | |
| Baseline (MSP)Optimization Strategy=Standard2021.10 | 80.5 | |
| MLSBackbone=CNN-32, Openness%=72.72025.03 | 80.5 | |
| C2AEBackbone=CNN-32, Openness%=72.72025.03 | 80.3 | |
| OpenMax2020.03 | 79.6 | |
| OpenMaxBackbone=VGG322021.10 | 79.6 | |
| OpenMaxBackbone=CNN-32, Openness%=72.72025.03 | 79.6 | |
| DIGLM + OEAverage over random class partitions=52020.03 | 67.1 | |
| DIGLMAverage over random class partitions=52020.03 | 59.4 |