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Papers Benchmarks Datasets Tasks

Open Set Recognition research benchmarks · SOTA2 Research

Open Set Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.981AUROC

76

Feb 26, 2026

84.1AUROC

51

Feb 26, 2026

0.991AUROC

51

Feb 26, 2026

97.3AUROC

50

Feb 26, 2026

Caltech-UCSD-Birds (CUB) Easy split 42 (test)

90.8Closed-set Accuracy

30

Feb 26, 2026

CIFAR10 6 closed, 4 open classes 1.0

0.997AUROC

30

Jun 26, 2026

TinyImageNet 20 closed, 180 open classes 1.0

90.7AUROC

28

Jul 7, 2026

CIFAR+10 4 closed CIFAR10 classes, 10 open CIFAR100 classes 1.0

98.9AUROC

26

Feb 26, 2026

0.982AUROC

24

Feb 26, 2026

CIFAR+50 1.0 (4 closed CIFAR10 classes, 50 open CIFAR100 classes)

98.5AUROC

18

Feb 26, 2026

CIFAR10 vs CIFAR100 Legacy Benchmark B

SpHOR(w/o ROrtho)

86.7DTACC

12

Feb 26, 2026

CIFAR10 vs SVHN Legacy Benchmark B

97.6DTACC

12

Feb 26, 2026

ImageNet-30 (20 known 10 unknown)

88.74Accuracy

12

Jun 26, 2026

60.63Accuracy

12

Feb 26, 2026

85.77Accuracy

12

Feb 26, 2026

CIFAR10 6 known and 4 unknown classes

97.3AUROC

10

Jul 7, 2026

SVHN 6 known and 4 unknown classes

0.988AUROC

10

Jul 7, 2026

ImageNet-R and ImageNet-O (test)

43.76Accuracy

10

Jun 2, 2026

83.7KRR

10

May 19, 2026

5.4KRR

10

May 19, 2026

0.995AUROC

10

Feb 26, 2026

0.263KRR

9

May 19, 2026

99.7Accuracy

9

Feb 26, 2026

MNIST 6 known and 4 unknown classes

99.9AUROC

8

Jul 7, 2026

OCTMNIST t=3 (test)

96.8Accuracy

8

May 4, 2026

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