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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 198 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-10 ResNet20 (test)

System-aware Biased Local SGD

91.95Accuracy

8

Feb 26, 2026

UCF101 novel classes

65.98Accuracy

8

Feb 27, 2026

Flowers101 novel classes

63.32Accuracy

8

Feb 27, 2026

OxfordPets novel classes

96.12Accuracy

8

Feb 27, 2026

Caltech101 novel classes

92.39Accuracy

8

Feb 27, 2026

CIFAR-10 (test)

91.19Accuracy

8

Feb 26, 2026

56.9Top-1 Accuracy

8

Apr 21, 2026

ImageNet full 1k (test)

81.8Top-1 Accuracy

8

Feb 26, 2026

ImageNet 1k (val)

22.4Top-1 Error

8

Feb 26, 2026

ISIC-DICM-17K 1:1 class-balanced (test)

0.882AUC

8

Feb 26, 2026

sCIFAR-10 (test)

64.42Accuracy

8

Feb 26, 2026

theta_A fine-tune

97.45Accuracy (%)

8

Feb 26, 2026

AIforCOVID v1 (test)

0.607G-Mean

8

Feb 26, 2026

PneumoniaMNIST v2 (test)

88.1g-mean

8

Feb 26, 2026

-94.56BD-Rate

8

Feb 26, 2026

ImageNet-1k (val)

-89Delta Top-1 Acc (%)

8

Feb 26, 2026

CIFAR-10 (test)

95.05Top-1 Accuracy (Base)

8

Feb 26, 2026

Tiny-ImageNet Dir(beta) (test)

FedAvg (CoOp) + GGTPC

80.24Accuracy (beta=0.5)

8

Feb 26, 2026

CIFAR-100 Dir(beta) (test)

FedAvg (CoOp) + GGTPC

84.21Accuracy (beta=0.5)

8

Feb 26, 2026

Fashion-MNIST alpha = 0.5

6Communication Rounds

8

Feb 26, 2026

Fashion-MNIST IID

6Communication Rounds

8

Feb 26, 2026

CIFAR-10 (test)

74.75Clean Accuracy

8

Feb 26, 2026

96.63Accuracy

8

Feb 26, 2026

ImageNet 10/50-class

62.7Accuracy

8

Feb 26, 2026

ImageNet30 Snow Corruption

88.2Accuracy (Severity 0)

8

Feb 26, 2026

Page 198 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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