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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 136 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

82.36Aircraft Accuracy

12

May 22, 2026

Dominoes (test)

87.9Minority-Group Test Accuracy

12

May 21, 2026

81.42Clean Accuracy

12

Jul 7, 2026

ImageNet-ES Diverse new (test)

92.8Oracle Score (S)

12

May 19, 2026

ImageNet-ES (test)

98.5Oracle (S)

12

Jun 24, 2026

ImageNet IN-1K IN-21K (val)

94.9Accuracy

12

May 19, 2026

CIFAR100 NIID, κ=1

68.17Accuracy

12

May 19, 2026

CIFAR100 Uniform

73.19Accuracy

12

May 19, 2026

CIFAR10 Uniform

68.47Accuracy

12

May 19, 2026

F-MNIST NIID, κ=1

74.89Accuracy

12

May 19, 2026

F-MNIST Uniform

84.45Accuracy

12

May 19, 2026

HAM10000 NIID, κ=1

70.46Accuracy

12

May 19, 2026

HAM10000 Uniform

78.51Accuracy

12

May 19, 2026

ISIC NIID, κ=1

67.45Accuracy

12

May 19, 2026

75.26Accuracy

12

May 19, 2026

CLIP 8-task suite

94.3Average Top-1 Accuracy

12

May 19, 2026

56.29Clean Accuracy

12

May 19, 2026

ImageNet 32 (val)

84.5Top-1 Accuracy

12

May 19, 2026

UCF101 Base-to-Novel

88.1Base Accuracy

12

May 18, 2026

SUN397 Base-to-Novel

83.2Base Accuracy

12

May 18, 2026

Food101 Base-to-Novel

90.73Accuracy (Base Split)

12

May 18, 2026

Flowers102 Base-to-Novel

98.97Accuracy (Base)

12

May 18, 2026

The Eye Disease Image Dataset (test)

98.54AUC

12

May 18, 2026

98.39AUC

12

May 18, 2026

Camelyon17 (test)

96.9Hosp0 Accuracy

12

May 15, 2026

Page 136 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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