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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 153 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR10C 2% bias ratio unbiased (test)

52.7Accuracy

11

Feb 26, 2026

CIFAR10C 1% bias ratio unbiased (test)

46.18Accuracy

11

Feb 26, 2026

CIFAR10C 0.5% bias ratio unbiased (test)

38.74Accuracy

11

Feb 26, 2026

CMNIST 5% bias ratio unbiased (test)

98.13Accuracy

11

Feb 26, 2026

CMNIST 2% bias ratio unbiased (test)

97.15Accuracy

11

Feb 26, 2026

CMNIST 1% bias ratio unbiased (test)

95.35Accuracy

11

Feb 26, 2026

Transductive-SUBSELNET

3.47Speedup

11

Feb 26, 2026

ImageNet-1k 1.0 (val)

78.76Zero-shot Acc

11

Feb 26, 2026

77.95Base Class Accuracy

11

Feb 26, 2026

TissueMNIST LDA alpha=0.1 (test)

91.6Accuracy

11

Feb 26, 2026

SVHN LDA alpha=0.1 (test)

95Accuracy

11

Feb 26, 2026

CIFAR-10 LDA alpha=0.1 (test)

90.5Accuracy

11

Feb 26, 2026

DR In-Distribution

91.89Accuracy

11

Feb 26, 2026

86.9Accuracy

11

Feb 26, 2026

71.43Accuracy

11

Feb 26, 2026

UCF101 base and new classes

84.69Accuracy (Base Classes)

11

Feb 26, 2026

39.7Acc_g

11

Feb 26, 2026

70.88Accuracy (Generalized)

11

Feb 26, 2026

34.79Accuracy (Global)

11

Feb 26, 2026

FGVC Aircraft Novel

38.8Accuracy

11

May 12, 2026

0.785Accuracy

11

Feb 26, 2026

0.874Accuracy

11

Feb 26, 2026

14.4Top-1 Accuracy

11

Feb 26, 2026

CIFAR-10 l2 threat model, epsilon=0.5 (test)

96.09Standard Accuracy

11

Feb 27, 2026

Semi-Aves USB version (test)

30.4Error Rate

11

Feb 26, 2026

Page 153 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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