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ResearchFormerly WizWand

Open Set Recognition on CIFAR10

0.981AUROC(ARPL + CS)+
0.567080.674540.7820.88946Mar 27, 2020Jan 22, 2021Nov 20, 2021Sep 18, 2022Jul 16, 2023May 13, 2024Mar 11, 2025
Updated 8mo ago

Evaluation results

MethodLinks
(ARPL + CS)+Backbone=VGG322021.100.981
(ARPL + CS)+Optimization Strategy=Improved (+)2021.100.981
Baseline (MLS)Backbone=VGG322021.100.979
Baseline (MLS)Optimization Strategy=Improved (+)2021.100.979
RPLBackbone=WRN-40-42021.100.976
ARPL + CSBackbone=VGG322021.100.971
ARPL + CSOptimization Strategy=Standard2021.100.971
CGDLBackbone=CPGM-AAE2021.100.965
ARPLBackbone=VGG322021.100.965
OpenHybridBackbone=VGG322021.100.962
OpenHybridOptimization Strategy=Standard2021.100.962
PROSERBackbone=WRN-28-102021.100.96
Baseline (MSP+)Backbone=VGG322021.100.956
Baseline (MSP+)Optimization Strategy=Improved (+)2021.100.956
C2AEBackbone=VGG322021.100.955
CGDLBackbone=CPGM-AAE2021.100.953
OpenHybridAverage over random class partitions=52020.030.95
OpenHybrid2020.030.95
OpenHybridBackbone=VGG322021.100.95
OpenHybridOptimization Strategy=Standard2021.100.95
SpHORBackbone=CNN-32, Openness%=22.52025.030.945
ConOSRBackbone=CNN-32, Openness%=22.52025.030.942
SpHOR(w/o ROrtho)Backbone=CNN-32, Openness%=22.52025.030.942
(ARPL + CS)+Backbone=VGG322021.100.939
(ARPL + CS)+Optimization Strategy=Improved (+)2021.100.939
Baseline (MLS)Backbone=VGG322021.100.936
Baseline (MLS)Optimization Strategy=Improved (+)2021.100.936
MLSBackbone=CNN-32, Openness%=22.5, Reference=[41]2025.030.936
GFROSRBackbone=VGG322021.100.928
GFROSRBackbone=WRN-28-102021.100.915
BackMixupBackbone=CNN-32, Openness%=22.52025.030.913
OSRCI+Backbone=VGG322021.100.911
OSRCI+Optimization Strategy=Improved (+)2021.100.911
ARPL + CSBackbone=VGG322021.100.91
ARPL + CSOptimization Strategy=Standard2021.100.91
ARPLBackbone=CNN-32, Openness%=22.52025.030.91
RPLBackbone=WRN-40-42021.100.901
ARPLBackbone=VGG322021.100.901
Baseline (MSP+)Backbone=VGG322021.100.901
Baseline (MSP+)Optimization Strategy=Improved (+)2021.100.901
C2AE2020.030.895
C2AEBackbone=VGG322021.100.895
PROSERBackbone=WRN-28-102021.100.891
PROSERBackbone=CNN-32, Openness%=22.52025.030.891
CROSR2020.030.883
OSRCI+Backbone=VGG322021.100.872
OSRCI+Optimization Strategy=Improved (+)2021.100.872
RPLBackbone=VGG322021.100.861
MEDAFBackbone=CNN-32, Openness%=22.52025.030.86
RPLBackbone=VGG322021.100.856
DIASBackbone=CNN-32, Openness%=22.52025.030.85
OSRCIBackbone=VGG322021.100.838
OSRCIOptimization Strategy=Standard2021.100.838
GFROSRBackbone=WRN-28-102021.100.831
GFROSRBackbone=CNN-32, Openness%=22.52025.030.831
G-OpenMaxBackbone=VGG322021.100.827
OpenMaxBackbone=VGG322021.100.817
MSPBackbone=VGG322021.100.816
Baseline (MSP)Optimization Strategy=Standard2021.100.816
GFROSRBackbone=VGG322021.100.807
C2AEBackbone=CNN-32, Openness%=22.52025.030.711
OSRCI2020.030.699
OSRCIBackbone=VGG322021.100.699
OSRCIOptimization Strategy=Standard2021.100.699
OSRCIBackbone=CNN-32, Openness%=22.52025.030.699
OpenMax2020.030.695
OpenMaxBackbone=VGG322021.100.695
OpenMaxBackbone=CNN-32, Openness%=22.52025.030.695
Soft Max2020.030.677
MSPBackbone=VGG322021.100.677
Baseline (MSP)Optimization Strategy=Standard2021.100.677
MLSBackbone=CNN-32, Openness%=22.52025.030.677
G-OpenMax2020.030.675
G-OpenMaxBackbone=VGG322021.100.675
DIGLM + OEAverage over random class partitions=52020.030.655
DIGLMAverage over random class partitions=52020.030.583