Open Set Recognition on SVHN
0.991AUROCConOSR
Evaluation Results
| Method | Links | |
|---|---|---|
| ConOSRBackbone=CNN-32, Openness%=22.52025.03 | 0.991 | |
| SpHORBackbone=CNN-32, Openness%=22.52025.03 | 0.991 | |
| SpHOR(w/o ROrtho)Backbone=CNN-32, Openness%=22.52025.03 | 0.989 | |
| Baseline (MLS)Backbone=VGG322021.10 | 0.971 | |
| Baseline (MLS)Optimization Strategy=Improved (+)2021.10 | 0.971 | |
| MLSBackbone=CNN-32, Openness%=22.5, Reference=[41]2025.03 | 0.971 | |
| BackMixupBackbone=CNN-32, Openness%=22.52025.03 | 0.97 | |
| CGDLBackbone=CPGM-AAE2021.10 | 0.968 | |
| RPLBackbone=WRN-40-42021.10 | 0.968 | |
| (ARPL + CS)+Backbone=VGG322021.10 | 0.968 | |
| (ARPL + CS)+Optimization Strategy=Improved (+)2021.10 | 0.968 | |
| ARPL + CSBackbone=VGG322021.10 | 0.967 | |
| ARPL + CSOptimization Strategy=Standard2021.10 | 0.967 | |
| ARPLBackbone=VGG322021.10 | 0.963 | |
| Baseline (MSP+)Backbone=VGG322021.10 | 0.96 | |
| Baseline (MSP+)Optimization Strategy=Improved (+)2021.10 | 0.96 | |
| MEDAFBackbone=CNN-32, Openness%=22.52025.03 | 0.957 | |
| GFROSRBackbone=WRN-28-102021.10 | 0.955 | |
| ARPLBackbone=CNN-32, Openness%=22.52025.03 | 0.953 | |
| RPLBackbone=VGG322021.10 | 0.951 | |
| OpenHybridAverage over random class partitions=52020.03 | 0.947 | |
| OpenHybrid2020.03 | 0.947 | |
| OpenHybridBackbone=VGG322021.10 | 0.947 | |
| OpenHybridOptimization Strategy=Standard2021.10 | 0.947 | |
| DIASBackbone=CNN-32, Openness%=22.52025.03 | 0.947 | |
| PROSERBackbone=WRN-28-102021.10 | 0.943 | |
| PROSERBackbone=CNN-32, Openness%=22.52025.03 | 0.943 | |
| GFROSRBackbone=VGG322021.10 | 0.935 | |
| GFROSRBackbone=CNN-32, Openness%=22.52025.03 | 0.935 | |
| C2AE2020.03 | 0.922 | |
| C2AEBackbone=VGG322021.10 | 0.922 | |
| OSRCI2020.03 | 0.91 | |
| OSRCIBackbone=VGG322021.10 | 0.91 | |
| OSRCIOptimization Strategy=Standard2021.10 | 0.91 | |
| OSRCIBackbone=CNN-32, Openness%=22.52025.03 | 0.91 | |
| CROSR2020.03 | 0.899 | |
| CROSRBackbone=DHRNet2021.10 | 0.899 | |
| OSRCI+Backbone=VGG322021.10 | 0.899 | |
| OSRCI+Optimization Strategy=Improved (+)2021.10 | 0.899 | |
| G-OpenMax2020.03 | 0.896 | |
| G-OpenMaxBackbone=VGG322021.10 | 0.896 | |
| OpenMax2020.03 | 0.894 | |
| OpenMaxBackbone=VGG322021.10 | 0.894 | |
| OpenMaxBackbone=CNN-32, Openness%=22.52025.03 | 0.894 | |
| C2AEBackbone=CNN-32, Openness%=22.52025.03 | 0.892 | |
| Soft Max2020.03 | 0.886 | |
| MSPBackbone=VGG322021.10 | 0.886 | |
| Baseline (MSP)Optimization Strategy=Standard2021.10 | 0.886 | |
| MLSBackbone=CNN-32, Openness%=22.52025.03 | 0.886 | |
| DIGLM + OEAverage over random class partitions=52020.03 | 0.643 | |
| DIGLMAverage over random class partitions=52020.03 | 0.559 |