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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 305 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CelebA unbiased (test)

87.5Accuracy

3

Mar 9, 2026

3D Shapes component-wise saturation shifts A C

0Classification Error

3

Mar 5, 2026

3D Shapes random saturation shifts A/B

0Classification Error Rate

3

Mar 5, 2026

77Convergence Rounds

3

Mar 4, 2026

26 public benchmarks EVA-CLIP protocol pre-training DataComp-1B (test val)

65.9Accuracy (ImageNet-1k)

3

Mar 4, 2026

26 Public Benchmarks

63Average Top-1 Accuracy

3

Mar 4, 2026

67.05Accuracy

3

Mar 4, 2026

CIFAR-10 NIID B

73.36Accuracy

3

Mar 4, 2026

CIFAR-10 NIID A

81.58Accuracy

3

Mar 4, 2026

FashionMNIST NIID A

87.97Accuracy

3

Mar 4, 2026

82.38Accuracy

3

Mar 4, 2026

97.62Mean Accuracy

3

Feb 27, 2026

10.21Robust Accuracy

3

Feb 27, 2026

34Robust Accuracy

3

Feb 27, 2026

99.24NAT (Natural Accuracy)

3

Feb 27, 2026

CIFAR-100 (test)

66Test Accuracy

3

Feb 27, 2026

ImageNet-Sketch 1.0 (val)

39.54Accuracy (IN-SK)

3

Feb 27, 2026

ImageNet 1K (val)

83.8Accuracy

3

Feb 27, 2026

59.6Accuracy (IPC=100)

3

Feb 26, 2026

15Rounds to 20.0% Accuracy

3

Feb 26, 2026

155Count meeting 20.0% Threshold

3

Feb 26, 2026

CIFAR-10 long-tailed IR=10 (test)

81.2Accuracy (Clean)

3

Feb 26, 2026

CIFAR-10 Long-Tailed IR=50 (test)

73.93Accuracy (Clean)

3

Feb 26, 2026

ImageNet 1k (5% subset)

64.7Top-1 Acc

3

Feb 26, 2026

MPSL (multi-dimension, multi-k aggregation)

0.662Accuracy

3

Feb 26, 2026

Page 305 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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