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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 125 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Waterbirds Original (test)

98.4Accuracy

14

Feb 26, 2026

CIFAR-10 DARTS search space (test)

2.43Best Test Error

14

Feb 26, 2026

CompCars Surveillance (test)

99.2Top-1 Acc

14

Feb 27, 2026

Oxford-IIIT Pet

0.971Mean Per Class Accuracy

14

Feb 26, 2026

Colored MNIST (train)

88.9Accuracy

14

Feb 26, 2026

99.17Accuracy

14

Apr 3, 2026

Visual Decathlon UCF101 held-out target

50.82Accuracy

14

Feb 26, 2026

Visual Decathlon VGG-Flowers held-out target

58.53Accuracy

14

Feb 26, 2026

Visual Decathlon D. Textures held-out target

ImageNet Pre-trained

41.7Accuracy

14

Feb 26, 2026

Visual Decathlon Aircraft held-out target

20.94Accuracy

14

Feb 26, 2026

Caltech-101 (test)

97.5Top-1 Accuracy

14

Jun 2, 2026

99.7Top-1 Accuracy

14

Feb 26, 2026

ImageNet 2012 (test)

EfficientNetV2-L

85.7Accuracy

14

Feb 26, 2026

MNIST permutation-invariant (test)

Virtual Adversarial

212Incorrect Test Examples Count

14

Feb 26, 2026

97.2F1 Score

14

Feb 26, 2026

91.23Accuracy

13

Jul 9, 2026

85.2Accuracy (Nat)

13

Jul 8, 2026

88.1Accuracy (Natural)

13

Jul 8, 2026

CIFAR-10 Superpixels

80.19Accuracy

13

Jul 7, 2026

98.4Accuracy (Full)

13

Jul 7, 2026

0.958R2

13

Jul 3, 2026

ImageNet ViT (retention)

83.9IQM Accuracy

13

Jul 2, 2026

DomainNet ID single-source ViT

76.42IQM Accuracy

13

Jul 2, 2026

CLIP Evaluation Suite IN-1K, Caltech, Pets, Cars, Flowers, Food, Aircraft, SUN, DTD, ESAT, UCF

64.7Accuracy (IN-1K)

13

Jul 2, 2026

0.11CovGap

13

Jul 1, 2026

Page 125 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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