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ResearchFormerly WizWand

Open Set Recognition on SVHN

0.991AUROCConOSR
0.541720.658360.7750.89164Mar 27, 2020Jan 22, 2021Nov 20, 2021Sep 18, 2022Jul 16, 2023May 13, 2024Mar 11, 2025
Updated 8mo ago

Evaluation results

MethodLinks
ConOSRBackbone=CNN-32, Openness%=22.52025.030.991
SpHORBackbone=CNN-32, Openness%=22.52025.030.991
SpHOR(w/o ROrtho)Backbone=CNN-32, Openness%=22.52025.030.989
Baseline (MLS)Backbone=VGG322021.100.971
Baseline (MLS)Optimization Strategy=Improved (+)2021.100.971
MLSBackbone=CNN-32, Openness%=22.5, Reference=[41]2025.030.971
BackMixupBackbone=CNN-32, Openness%=22.52025.030.97
CGDLBackbone=CPGM-AAE2021.100.968
RPLBackbone=WRN-40-42021.100.968
(ARPL + CS)+Backbone=VGG322021.100.968
(ARPL + CS)+Optimization Strategy=Improved (+)2021.100.968
ARPL + CSBackbone=VGG322021.100.967
ARPL + CSOptimization Strategy=Standard2021.100.967
ARPLBackbone=VGG322021.100.963
Baseline (MSP+)Backbone=VGG322021.100.96
Baseline (MSP+)Optimization Strategy=Improved (+)2021.100.96
MEDAFBackbone=CNN-32, Openness%=22.52025.030.957
GFROSRBackbone=WRN-28-102021.100.955
ARPLBackbone=CNN-32, Openness%=22.52025.030.953
RPLBackbone=VGG322021.100.951
OpenHybridAverage over random class partitions=52020.030.947
OpenHybrid2020.030.947
OpenHybridBackbone=VGG322021.100.947
OpenHybridOptimization Strategy=Standard2021.100.947
DIASBackbone=CNN-32, Openness%=22.52025.030.947
PROSERBackbone=WRN-28-102021.100.943
PROSERBackbone=CNN-32, Openness%=22.52025.030.943
GFROSRBackbone=VGG322021.100.935
GFROSRBackbone=CNN-32, Openness%=22.52025.030.935
C2AE2020.030.922
C2AEBackbone=VGG322021.100.922
OSRCI2020.030.91
OSRCIBackbone=VGG322021.100.91
OSRCIOptimization Strategy=Standard2021.100.91
OSRCIBackbone=CNN-32, Openness%=22.52025.030.91
CROSR2020.030.899
CROSRBackbone=DHRNet2021.100.899
OSRCI+Backbone=VGG322021.100.899
OSRCI+Optimization Strategy=Improved (+)2021.100.899
G-OpenMax2020.030.896
G-OpenMaxBackbone=VGG322021.100.896
OpenMax2020.030.894
OpenMaxBackbone=VGG322021.100.894
OpenMaxBackbone=CNN-32, Openness%=22.52025.030.894
C2AEBackbone=CNN-32, Openness%=22.52025.030.892
Soft Max2020.030.886
MSPBackbone=VGG322021.100.886
Baseline (MSP)Optimization Strategy=Standard2021.100.886
MLSBackbone=CNN-32, Openness%=22.52025.030.886
DIGLM + OEAverage over random class partitions=52020.030.643
DIGLMAverage over random class partitions=52020.030.559