Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 252 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SVHN → MNIST-LT IF=100 (test)

85.6Average Accuracy

6

Feb 26, 2026

SVHN → MNIST-LT IF=50 (test)

85.6Average Class Accuracy

6

Feb 26, 2026

SVHN → MNIST-LT (IF=20) (test)

93.9Avg Per-Class Accuracy

6

Feb 26, 2026

SVHN → MNIST-LT (IF=1) (test)

92.9Average Accuracy

6

Feb 26, 2026

CIFAR-100-LT STEP profile (test)

Weight normalisation

55.19Balanced Error Rate

6

Feb 26, 2026

CIFAR-10-LT STEP-100 profile (test)

Logit adjustment (loss)

27.57Balanced Error

6

Feb 26, 2026

Disjoint MNIST (test)

96.59Accuracy

6

Feb 26, 2026

60.62Precision@1 (JFT)

6

Feb 26, 2026

Avg 5 (ImageNet, CIFAR-10, CIFAR-100, Pets, Flowers) 1 (test)

95.97Top-1 Accuracy

6

Feb 26, 2026

ImageNet-ReaL 1 (test)

91.12Top-1 Accuracy

6

Feb 26, 2026

12 Downstream Classification Tasks (Food-101, CIFAR10, CIFAR100, Birdsnap, SUN397, Cars, Aircraft, VOC2007, DTD, Pets, Caltech-101, Flowers) standard (test)

78.7Food-101 Accuracy

6

Feb 26, 2026

80.6Top-1 Accuracy

6

Feb 26, 2026

EfficientNet-L2

30Top-1 Error Rate

6

Feb 26, 2026

MNIST-M unbalanced + flexible + adversarial setting (test)

97.35Random Baseline Accuracy

6

Feb 26, 2026

PACS unbalanced setting

80.16Acc (Art)

6

Feb 26, 2026

32.89Error Rate

6

Feb 26, 2026

65.1Accuracy

6

Feb 26, 2026

Imbalanced CIFAR-100 step, ratio 100 (val)

51.73Top-1 Error

6

Feb 26, 2026

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

55.35Top-1 Error

6

Feb 26, 2026

30.5Top-5 Acc (Novel, 1-shot)

6

Feb 26, 2026

CIFAR-100 Long-tailed Imbalance 20 (train)

Meta-Weight Net

54.37Top-1 Acc

6

Feb 26, 2026

CIFAR-100 Long-tailed Imbalance 50 (train)

46.78Top-1 Acc

6

Feb 26, 2026

CIFAR-100 Long-tailed Imbalance 200 (train)

Meta-Weight Net

37.91Top-1 Accuracy

6

Feb 26, 2026

91.3Accuracy

6

Feb 26, 2026

81.2Accuracy

6

Feb 26, 2026

Page 252 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

Follow for updates

Join SOTA2 Contact