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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 32 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

99.6Aero Accuracy

47

Mar 25, 2026

ImageNet ILSVRC2012 (val)

81.8Top-1 Accuracy

47

Feb 26, 2026

ImageNet-Woof (test)

39.4Accuracy

46

May 21, 2026

93Average Accuracy

46

Jun 4, 2026

82Accuracy

46

Mar 17, 2026

51.1Accuracy

46

Jun 8, 2026

83.87Accuracy

46

Feb 26, 2026

ImageNet 1k (val)

77.53Pruned Top-1 Acc

46

Feb 26, 2026

ImageNet OOD Variants (-V2, -Sketch, -A, -R)

66.43Acc (V2)

46

Jul 2, 2026

11 fine-grained classification datasets average

9.2Mean Top-1 Error

46

Feb 26, 2026

CIFAR-10-LT IF 10

92Top-1 Accuracy

46

Jul 8, 2026

Terra Incognita (TerraInc)

56.4Accuracy

46

Feb 26, 2026

0.198Top-1 Error

46

Jun 4, 2026

MNIST original (test)

99.72Accuracy

46

Jun 16, 2026

84.41Base Top-1 Accuracy

45

Jun 15, 2026

89.1Accuracy

45

May 26, 2026

CIFAR-100 LT IF=0.01 (test)

38Accuracy

45

May 25, 2026

Caltech-101 naturally imbalanced (test)

Fully Supervised

79.2Accuracy

45

May 25, 2026

CIFAR-100-LT balanced imbalance factor 0.1 (test)

58.3Accuracy

45

May 25, 2026

Tiny-ImageNet-C 30% corrupted (test)

Fully Supervised

43.7Accuracy

45

May 25, 2026

CIFAR-100-C 30% corrupted (test)

Fully Supervised

73.6Accuracy

45

May 25, 2026

iWildCam (test)

90.24Accuracy

45

May 12, 2026

Group Fisher Pruning

78.33T1

45

Feb 26, 2026

88Accuracy

45

May 7, 2026

OfficeHome DomainBed suite (test)

80.9Accuracy

45

Feb 27, 2026

Page 32 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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