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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 148 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-10 Step (rho=50) (test)

17.9Top-1 Error Rate

12

Feb 26, 2026

CIFAR-10 (epsilon=2/255) 1.0 (test)

28.07Clean Error (%)

12

Jul 1, 2026

76.15Unpruned Top-1 Acc

12

Feb 26, 2026

Teacher Baseline

26.69Top-1 Error

12

Feb 26, 2026

CIFAR-100 Imbalanced (long-tailed, ratio 10) (val)

37.54Top-1 Error

12

Feb 26, 2026

Imbalanced CIFAR-10 (long-tailed, ratio 10) (val)

10.62Top-1 Error

12

Feb 26, 2026

Imbalanced CIFAR-10 long-tailed, ratio 100 (val)

20.18Top-1 Error

12

Feb 26, 2026

CIFAR-10 (test)

Continuous Sparsification

99.6Sparsity

12

Feb 26, 2026

Spherical MNIST NR/NR

99.45Accuracy

12

Feb 26, 2026

ImageNet-30 labeled (test)

6.77Test Error Rate

12

Feb 26, 2026

98.3Average Accuracy

12

Mar 31, 2026

21Top-1 Error

12

Feb 26, 2026

ImageNet 100/10

79.27Final Avg. Accuracy

12

Feb 26, 2026

ResNet18 + VGG Ensemble

98.9Accuracy

12

Feb 26, 2026

VOC 2007 (trainval test)

98.9AP (Plane)

12

Feb 26, 2026

CIFAR-10 2009 (test)

96.53Accuracy

12

Feb 26, 2026

CIFAR-100 (full)

83.05Accuracy

12

Apr 10, 2026

Tree-MNIST 4 Classes (val)

86.51Accuracy

11

Jul 7, 2026

28.33System Accuracy

11

Jul 7, 2026

48.39System Accuracy

11

Jul 7, 2026

58.82System Accuracy

11

Jul 7, 2026

90Median Performance

11

Jul 3, 2026

Spawrious many-to-many hard (test)

79.9WGA

11

Jul 1, 2026

Spawrious many-to-many medium (test)

87.2WGA

11

Jul 1, 2026

Spawrious many-to-many easy (test)

92.6WGA

11

Jul 1, 2026

Page 148 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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