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Image Classification research benchmarks – Page 227 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

74.5Top-1 Acc

7

Feb 26, 2026

98.7Top-1 Acc

7

Feb 26, 2026

Indian Pines (test)

96.09Class 1 Accuracy

7

Feb 26, 2026

ILSVRC 2014 (test)

6.66Top-5 Error

7

Feb 26, 2026

ImageNet 2010 (test)

48.2Top-5 Accuracy

7

Feb 26, 2026

AWA (Animals with Attributes) full 50 classes (test)

56.1Accuracy

7

Feb 26, 2026

Synthetic Signs to GTSRB

99.8Mean Accuracy

7

Feb 26, 2026

ImageNet All unseen

1.5Flat Hit@1

7

Feb 26, 2026

VOC 2012 (test)

90.3mAP

7

Feb 26, 2026

OFFICE Webcam → DSLR (test)

Unsupervised Domain Adaptation by Backpropagation

93.7Accuracy

7

Feb 26, 2026

CIFAR-100 Dir-0.3

111Communication Rounds (acc@45)

7

Feb 27, 2026

CIFAR-10 Dir-0.3

131Rounds to 80% Target

7

Feb 27, 2026

CIFAR100 33 (test)

44.1Avg Accuracy

7

Feb 26, 2026

CIFAR10 33 (test)

84.3Avg Accuracy

7

Feb 26, 2026

0Accuracy Decrease

7

Feb 26, 2026

Aggregate Malaria Camelyon17-WILDS

31.7APU

7

Feb 26, 2026

66.1Nat Accuracy

6

Jul 8, 2026

81.37Accuracy

6

Jul 7, 2026

ImageNet-C 1k (test)

11.418Error (Gaussian, IN-C)

6

Jul 7, 2026

ImageNet-Drawing 1k (test)

26.16Accuracy

6

Jul 7, 2026

ImageNet Cartoon 1k (test)

55.404Accuracy

6

Jul 7, 2026

ImageNet Matched Frequency V2 1k

61.76Accuracy

6

Jul 7, 2026

SVHN large-collage (Extra)

77.76Accuracy

6

Jul 7, 2026

SVHN w/large-collage (test)

73.96Accuracy

6

Jul 7, 2026

SVHN strong-collage (test)

81.5Accuracy

6

Jul 7, 2026

Page 227 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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