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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 310 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Reference Masking Regularization

95.72ID Accuracy

3

Feb 26, 2026

CIFAR100 (test)

70.28PA

3

Feb 26, 2026

82.28PA

3

Feb 26, 2026

96.12PA

3

Feb 26, 2026

95.96Accuracy

3

Feb 26, 2026

Flowers102 38 (test)

75.15Accuracy

3

Feb 26, 2026

Cross-Scale MAE

87.8KNN Accuracy

3

Feb 26, 2026

Cross-Scale MAE

75.6Average KNN Accuracy

3

Feb 26, 2026

Colorectal Histology

81.5Accuracy

3

Feb 26, 2026

93.53Standard Accuracy

3

Feb 26, 2026

miniImageNet (Session 8)

37.11HMean

3

Feb 26, 2026

miniImageNet (Session 7)

37.71HMean

3

Feb 26, 2026

miniImageNet (Session 6)

39.65HMean

3

Feb 26, 2026

miniImageNet (Session 5)

39.66HMean

3

Feb 26, 2026

miniImageNet (Session 4)

39.52HMean

3

Feb 26, 2026

CIFAR-100 (test)

263Rounds

3

Feb 26, 2026

CIFAR-10 (test)

48.73Accuracy (Exit 1)

3

Feb 26, 2026

CIFAR-10 (test)

84.36SLF SA (%)

3

Feb 26, 2026

SCENEOBJECT (test)

Adaptive Contextual Perception

0.741ID Score

3

Feb 26, 2026

COLOROBJECT (test)

88.48ID Score

3

Feb 26, 2026

Zero-Shot Classification Evaluation Suite (IN-1k, CIFAR-100, Caltech, Pets, DTD, IN-C, IN-A, IN-R, IN-v2, ObjectNet, EuroSat, Flowers, RESISC, Sun397) standard (test val)

76ImageNet-1k Accuracy

3

Feb 26, 2026

Few-Shot Classification Evaluation Suite (IN-1k, CIFAR-100, Caltech, Pets, DTD, UC Merced, Cars, Col-Hist, Birds) standard (test val)

79Accuracy (IN-1k)

3

Feb 26, 2026

0.646Accuracy

3

Feb 26, 2026

TCGA-CRC (test)

75.47Accuracy

3

Feb 26, 2026

TCGA-BRCA (test)

93.47Accuracy

3

Feb 26, 2026

Page 310 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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