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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 53 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Tiny-ImageNet Dir-0.5

60.4Accuracy

30

Mar 13, 2026

ImageNet-1K IPC 50

66.8Accuracy

30

Apr 21, 2026

61.2Accuracy

30

Feb 26, 2026

93.5Accuracy

30

Feb 26, 2026

96.4Accuracy

30

Feb 26, 2026

45.1Accuracy

30

Feb 26, 2026

11 image recognition datasets (Base classes)

CLIP-LoRA + ADK

89.2Average Accuracy

30

May 12, 2026

85.7Top-1 Acc

30

Feb 26, 2026

Landmark (test)

96.7Accuracy

30

Feb 26, 2026

Insects Spider (test)

45.4Accuracy

30

Feb 26, 2026

71.93CA

30

Feb 26, 2026

19.6Corruption Error

30

Mar 30, 2026

CIFAR-10 Imbalance Factor 10 Long-Tailed (test)

70.5Accuracy

30

Feb 26, 2026

75.2Accuracy

30

May 18, 2026

GTSRB 0.5% BER (test)

96.5CA (NF)

30

Feb 26, 2026

GTSRB 1% BER (test)

96.4CA (NF)

30

Feb 26, 2026

ImageNet-10 0.5% BER (test)

94Accuracy (NF)

30

Feb 26, 2026

CIFAR-100 (test)

63.67Test Acc (Last)

30

Feb 26, 2026

95.19Test Accuracy

30

Feb 26, 2026

AdaViT - Sponge Examples

2.24GFLOPS

30

Feb 26, 2026

89.9Best Accuracy

30

Apr 9, 2026

ImageNet OOD Variants

78.2Accuracy (IN)

30

Jul 7, 2026

95.09Accuracy (Natural)

30

Feb 26, 2026

ImageNet-C Severity Level 5, Mixed Shifts v1 (test)

70.9Accuracy

30

Apr 21, 2026

CIFAR-10 Dirichlet partition (test)

95Communication Rounds

30

Feb 26, 2026

Page 53 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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