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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 177 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

unmet-promise (Split 1)

57.3Task Performance

9

Apr 7, 2026

Cifar100-LT exponential

60.18Accuracy

9

Apr 3, 2026

CIFAR100 CDC setting (test)

84.4I2C

9

Apr 2, 2026

85.51Top-1 Accuracy

9

Apr 2, 2026

CIFAR100 (test)

Tunable Soft Equivariance

91.03Accuracy (Acc)

9

Mar 30, 2026

Tunable Soft Equivariance

98.82Accuracy (Acc)

9

Mar 30, 2026

Eight vision benchmarks joint-task

51.1Top-1 Hit Rate

9

Mar 30, 2026

EMNIST IID (test)

Time-Optimized Generalized AsyncSGD

67.5Time Reduction (%) @ Acc 0.6

9

Mar 30, 2026

CIFAR-10 (test)

81.02Top-1 Accuracy (10% Budget)

9

Mar 30, 2026

ImageNet (test)

77.9Base Accuracy

9

Mar 30, 2026

Average 11 datasets (test)

85.74Base Accuracy

9

Mar 30, 2026

RCT-AF (β = 1)

87.24Standard Accuracy

9

Mar 26, 2026

CIFAR-10 clean standard (test)

93.55Accuracy

9

May 11, 2026

61.28Robust Accuracy

9

Mar 20, 2026

16-dataset Suite Aggregate

23.21ARobust

9

Mar 20, 2026

11.07Average Robust Accuracy

9

Mar 20, 2026

14.48Average Robust Accuracy

9

Mar 20, 2026

1.33Loss

9

Jul 7, 2026

InfoNCE (I+P→I+P)

72.86Average Accuracy

9

Mar 18, 2026

InfoNCE (I+P→I+P)

88.35Average Accuracy

9

Mar 18, 2026

InfoNCE (I+P→I+P)

68.05Average Accuracy

9

Mar 18, 2026

InfoNCE (I+P→I+P)

96.01Average Accuracy

9

Mar 18, 2026

46.7Accuracy

9

Mar 17, 2026

58.7AULC

9

Mar 16, 2026

62.6AULC

9

Mar 16, 2026

Page 177 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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