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Image Classification research benchmarks – Page 2 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Clothing1M (test)

82.1Accuracy

598

May 4, 2026

99.3Accuracy

590

Jul 2, 2026

99.5Accuracy

585

Feb 26, 2026

99.81Accuracy

569

Apr 3, 2026

Efficient Adaptive Ensembling (Full method)

99.61Accuracy

564

Mar 17, 2026

TinyImageNet (test)

90.23Accuracy

562

Jun 25, 2026

99.43Accuracy

558

Mar 27, 2026

98.9Accuracy

539

Jul 3, 2026

87.7Top-1 Acc

529

Jun 9, 2026

100Accuracy

507

Feb 26, 2026

ImageNet-Sketch

KD 2B to ViT-H, M+V+L4

93.71Top-1 Accuracy

491

Jul 7, 2026

ImageNet-1K (test)

91Top-1 Accuracy

490

Jul 2, 2026

94.3Accuracy

487

Apr 24, 2026

99.5Accuracy

470

May 22, 2026

FashionMNIST (test)

95.71Accuracy

461

Jul 9, 2026

95.3Accuracy

457

Apr 7, 2026

97.8Accuracy

450

Apr 24, 2026

ImageNet ILSVRC-2012 (val)

90.88Top-1 Accuracy

441

May 28, 2026

93.96Accuracy

435

Mar 12, 2026

EffNet-L2 + Meta Pseudo Labels

90.2Top-1 Accuracy

431

Mar 13, 2026

CIFAR-100 (test)

+DnA (A_{h}^{Q^{\pm}V^{\pm}})

89.5Top-1 Accuracy

429

Jun 26, 2026

98.4Accuracy

425

Feb 26, 2026

99.87Accuracy

417

Mar 17, 2026

CIFAR100 (test)

93.4Top-1 Accuracy

407

Mar 26, 2026

Office-Home (test)

89.33Mean Accuracy

402

Jul 7, 2026

Page 2 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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