Open Set Recognition on TinyImageNet
84.1AUROCSpHOR
Evaluation results
| Method | Links | |
|---|---|---|
| SpHORBackbone=CNN-32, Openness%=68.32025.03 | 84.1 | |
| SpHOR(w/o ROrtho)Backbone=CNN-32, Openness%=68.32025.03 | 83.8 | |
| Baseline (MLS)Backbone=VGG322021.10 | 83 | |
| Baseline (MLS)Optimization Strategy=Improved (+)2021.10 | 83 | |
| MLSBackbone=CNN-32, Openness%=68.3, Reference=[41]2025.03 | 83 | |
| Baseline (MSP+)Backbone=VGG322021.10 | 82.7 | |
| Baseline (MSP+)Optimization Strategy=Improved (+)2021.10 | 82.7 | |
| (ARPL + CS)+Backbone=VGG322021.10 | 82.5 | |
| (ARPL + CS)+Optimization Strategy=Improved (+)2021.10 | 82.5 | |
| RPLBackbone=WRN-40-42021.10 | 80.9 | |
| ConOSRBackbone=CNN-32, Openness%=68.32025.03 | 80.9 | |
| BackMixupBackbone=CNN-32, Openness%=68.32025.03 | 80.4 | |
| MEDAFBackbone=CNN-32, Openness%=68.32025.03 | 80 | |
| OpenHybridAverage over random class partitions=52020.03 | 79.3 | |
| OpenHybrid2020.03 | 79.3 | |
| OpenHybridBackbone=VGG322021.10 | 79.3 | |
| OpenHybridOptimization Strategy=Standard2021.10 | 79.3 | |
| ARPL + CSBackbone=VGG322021.10 | 78.2 | |
| ARPL + CSOptimization Strategy=Standard2021.10 | 78.2 | |
| ARPLBackbone=CNN-32, Openness%=68.32025.03 | 78.2 | |
| CGDLBackbone=CPGM-AAE2021.10 | 77 | |
| ARPLBackbone=VGG322021.10 | 76.2 | |
| C2AE2020.03 | 74.8 | |
| C2AEBackbone=VGG322021.10 | 74.8 | |
| DIASBackbone=CNN-32, Openness%=68.32025.03 | 73.1 | |
| RPLBackbone=VGG322021.10 | 70.2 | |
| PROSERBackbone=WRN-28-102021.10 | 69.3 | |
| PROSERBackbone=CNN-32, Openness%=68.32025.03 | 69.3 | |
| GFROSRBackbone=WRN-28-102021.10 | 64.7 | |
| GFROSRBackbone=CNN-32, Openness%=68.32025.03 | 64.7 | |
| OSRCI+Backbone=VGG322021.10 | 62.6 | |
| OSRCI+Optimization Strategy=Improved (+)2021.10 | 62.6 | |
| GFROSRBackbone=VGG322021.10 | 60.8 | |
| DIGLM + OEAverage over random class partitions=52020.03 | 59.6 | |
| CROSR2020.03 | 58.9 | |
| CROSRBackbone=DHRNet2021.10 | 58.9 | |
| OSRCI2020.03 | 58.6 | |
| OSRCIBackbone=VGG322021.10 | 58.6 | |
| OSRCIOptimization Strategy=Standard2021.10 | 58.6 | |
| OSRCIBackbone=CNN-32, Openness%=68.32025.03 | 58.6 | |
| C2AEBackbone=CNN-32, Openness%=68.32025.03 | 58.1 | |
| G-OpenMax2020.03 | 58 | |
| G-OpenMaxBackbone=VGG322021.10 | 58 | |
| Soft Max2020.03 | 57.7 | |
| MSPBackbone=VGG322021.10 | 57.7 | |
| Baseline (MSP)Optimization Strategy=Standard2021.10 | 57.7 | |
| MLSBackbone=CNN-32, Openness%=68.32025.03 | 57.7 | |
| OpenMax2020.03 | 57.6 | |
| OpenMaxBackbone=VGG322021.10 | 57.6 | |
| OpenMaxBackbone=CNN-32, Openness%=68.32025.03 | 57.6 | |
| DIGLMAverage over random class partitions=52020.03 | 52 |