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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 296 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

TinyImageNet-5 SSCL New Class

88.67Task 1 Accuracy

4

Feb 26, 2026

CIFAR10-5 SSCL New Class

95.78Task 1 Accuracy

4

Feb 26, 2026

SVHN SSCL New Class 1

83.3Task 1 Accuracy

4

Feb 26, 2026

CIFAR-100 95% symmetric label noise

C2D (DivideMix with SimCLR)

49.11Peak Classification Accuracy

4

Feb 26, 2026

Tiny ImageNet-C noise-free (test)

38.66Relative Accuracy

4

Feb 26, 2026

Tiny ImageNet original (val)

62.21SA

4

Feb 26, 2026

MNIST smallNORB MultiMNIST (test)

Efficient-CapsNet

161Parameters (K)

4

Feb 26, 2026

97.2Original Accuracy

4

Feb 26, 2026

ColoredMNIST+ (test)

53.5Accuracy

4

Feb 26, 2026

CIFAR-10 Rotate (test)

0.302ECE

4

Feb 26, 2026

CIFAR100 Rotate (test)

0.097ECE

4

Feb 26, 2026

ImageNet Linf epsilon=4/255 (test)

62.05Accuracy

4

Feb 26, 2026

ImageNet Linf epsilon=2/255 (test)

64.45Accuracy (Clean)

4

Feb 26, 2026

73.7Top-1 Acc (0.75G)

4

Feb 26, 2026

80.09Top-1 Accuracy

4

Feb 26, 2026

84.01Top-1 Acc

4

Feb 26, 2026

95.4Top-5 Acc

4

Feb 26, 2026

99.72Top-5 Accuracy

4

Feb 26, 2026

86.26Top-5 Accuracy

4

Feb 26, 2026

99.23Top-5 Accuracy

4

Feb 26, 2026

Office-31 (Rectified)

90.8Accuracy (A->D)

4

Feb 26, 2026

Pets PGD-l∞ attack, ε=4/255 (test)

67.98Robust Accuracy

4

Feb 26, 2026

DTD PGD-l∞ attack, ε=4/255 (test)

49.43Robust Accuracy

4

Feb 26, 2026

Caltech101 (PGD-l∞ attack, ε=4/255) (test)

80.73Robust Acc

4

Feb 26, 2026

Pets PGD-l2 attack, ε=0.5 (test)

82.54Robust Accuracy

4

Feb 26, 2026

Page 296 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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