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Out-of-distribution Detection on CIFAR-10 (ID) vs TinyImageNet (OOD) (test)

99.88AUROC

Deep Abstaining Classifier

49.710462.735275.7688.7848Jun 8, 2017Jul 1, 2018Jul 24, 2019Aug 16, 2020Sep 8, 2021Oct 1, 2022Oct 25, 2023
Updated 3d ago

Evaluation Results

MethodLinks
2021.05
99.88----0.36---
2019.12
99.7299.4897.82------
2019.12
99.798.797.8------
2019.12
99.798.897.9------
2019.12
99.798.797.8------
2019.12
99.798.897.9------
2018.07
99.597.196.3------
2018.07
99.597.196.399.599.5----
2019.12
99.597.196.3------
2019.12
99.597.196.3------
2019.12
99.597.196.3------
2021.05
99.45----1.91---
2021.05
99.36----2.94---
2019.12
99.396.796.1------
2019.12
99.296.796.1------
2017.06
99.1--99.199.14.34.7--
2021.06
99.1----4.3---
2018.07
9995.595.4------
2021.05
99----4.5---
2021.06
98.9----4.6---
2018.07
98.89595------
2018.07
98.894.995------
2018.07
98.8959598.898.8----
2019.12
98.89595------
2019.12
98.89595------
2019.12
98.69293.9------
2018.07
98.592.493.9------
2018.07
98.592.493.998.598.5----
2019.12
98.592.493.9------
2019.12
98.592.493.9------
2021.06
98.5----7.2---
2021.06
98.5----6.4---
2019.12
97.68792.3------
2021.06
97.6----9.9---
2021.06
97.3----11.2---
2018.07
97.287.192.1------
2019.12
96.882.991.3------
2019.12
95.384.289.9------
2017.06
95.3--96.493.834.710--
2021.08
94.18-93.54-----87.5
2018.07
94.158.988.5------
2018.07
94.158.988.5------
2018.07
94.158.988.595.392.3----
2019.12
94.158.988.5------
2019.12
94.158.988.5------
2018.07
9472.586.5------
2018.07
9472.586.594.294.1----
2019.12
9467.986.5------
2019.12
9467.986.5------
2019.12
9467.986.5------
2018.07
93.969.686------
2019.12
93.856.788.1------
2021.08
93.47-93.12-----86.2
2021.05
93.39----24.2---
2021.06
93.2--------
2019.12
93.168.785.2------
2019.12
9371.686.4------
2021.05
92.1----25.5---
2019.12
91.446.485.4------
2018.07
9144.785.1------
2018.07
9144.785.1------
2018.07
9144.785.192.588.4----
2019.12
914185.1------
2019.12
914185.1------
2019.12
914185.1------
2023.10
67.77------66.74-
2023.10
66.98------64.46-
2023.10
66.41------63.97-
2023.10
63.23------63.06-
2023.10
61.68------58.33-
2023.10
51.64------66.31-