Open Set Recognition on CIFAR+10
0.982AUROCSpHOR
Evaluation results
| Method | Links | |
|---|---|---|
| SpHORBackbone=CNN-32, Openness%=46.52025.03 | 0.982 | |
| ConOSRBackbone=CNN-32, Openness%=46.52025.03 | 0.981 | |
| SpHOR(w/o ROrtho)Backbone=CNN-32, Openness%=46.52025.03 | 0.98 | |
| MLSBackbone=CNN-32, Openness%=46.5, Reference=[41]2025.03 | 0.979 | |
| ARPLBackbone=CNN-32, Openness%=46.52025.03 | 0.971 | |
| OpenHybridAverage over random class partitions=52020.03 | 0.962 | |
| OpenHybrid2020.03 | 0.962 | |
| PROSERBackbone=CNN-32, Openness%=46.52025.03 | 0.96 | |
| MEDAFBackbone=CNN-32, Openness%=46.52025.03 | 0.96 | |
| C2AE2020.03 | 0.955 | |
| BackMixupBackbone=CNN-32, Openness%=46.52025.03 | 0.934 | |
| DIASBackbone=CNN-32, Openness%=46.52025.03 | 0.92 | |
| GFROSRBackbone=CNN-32, Openness%=46.52025.03 | 0.915 | |
| CROSR2020.03 | 0.912 | |
| OSRCI2020.03 | 0.838 | |
| OSRCIBackbone=CNN-32, Openness%=46.52025.03 | 0.838 | |
| G-OpenMax2020.03 | 0.827 | |
| OpenMax2020.03 | 0.817 | |
| OpenMaxBackbone=CNN-32, Openness%=46.52025.03 | 0.817 | |
| Soft Max2020.03 | 0.816 | |
| MLSBackbone=CNN-32, Openness%=46.52025.03 | 0.816 | |
| C2AEBackbone=CNN-32, Openness%=46.52025.03 | 0.81 | |
| DIGLM + OEAverage over random class partitions=52020.03 | 0.67 | |
| DIGLMAverage over random class partitions=52020.03 | 0.59 |