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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 46 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.03NLL

34

Jul 7, 2026

CIFAR-100 LTN (Asymmetric Noise) (test)

79.8Top-1 Accuracy

34

Apr 28, 2026

CIFAR-100-LTN Symmetric Noise (test)

80.7Top-1 Accuracy

34

Apr 28, 2026

CIFAR-10-LTN Symmetric Noise (test)

96.1Top-1 Accuracy

34

Apr 28, 2026

Img-LTNr (test)

83.3Top-1 Accuracy

34

Apr 28, 2026

97.3Accuracy

34

May 27, 2026

ImageNet 1k (val)

83.2Top-1 Accuracy

34

Apr 1, 2026

60.83Robust Accuracy

34

Mar 20, 2026

69.22Robust Accuracy

34

Mar 20, 2026

ImageNet 1k 1.0 (val)

83.85Top-1 Accuracy

34

Mar 10, 2026

ImageNet-SK (test)

36Top-1 Accuracy

34

Feb 27, 2026

ImageNet-1k (val)

84Top-1 Acc

34

Feb 27, 2026

RESISC45, SVHN Unseen Tasks (test)

98.85RESISC45 Accuracy

34

Feb 26, 2026

SUN397, Cars, EuroSAT, GTSRB, MNIST, DTD Seen Tasks (test)

0.82SUN397 Accuracy

34

Feb 26, 2026

CINIC-10 iid (test)

50.51Test Accuracy

34

May 15, 2026

DomainNet (unseen clients)

86.1Average Accuracy

34

Mar 24, 2026

CIFAR-10 Dir-0.1

91Accuracy

34

May 25, 2026

23.78Robust Accuracy

34

Feb 26, 2026

89.74Top-1 Acc

34

Feb 26, 2026

CF spiking neuron model

62.14Accuracy

34

May 28, 2026

ImageNet-A 1.0 (val)

74.5Top-1 Acc

34

Feb 27, 2026

79.3Accuracy

34

Mar 4, 2026

CIFAR-10 1.0 (test)

86.5Clean Accuracy

34

Feb 26, 2026

ImageNet LT 2018 (test)

ACE (3 experts)

56.6Top-1 Acc

34

Feb 26, 2026

CIFAR-10-LT IF 100 (test)

87.2Top-1 Acc

34

Feb 26, 2026

Page 46 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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