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Image Classification research benchmarks – Page 130 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Stanford Cars 5-way 2-shot

46.32Accuracy

13

Feb 26, 2026

Stanford Dogs 5-way 2-shot

86.95Accuracy

13

Feb 26, 2026

Flowers102 5-way 2-shot

99.37Accuracy

13

Feb 26, 2026

Caltech256 5-way 2-shot

88.28Accuracy

13

Feb 26, 2026

CIFAR-10 Distribution II: Quantity Skew (test)

45.16Accuracy

13

Feb 26, 2026

CIFAR-10 Distribution I: Label Scarcity (test)

0.613Accuracy

13

Feb 26, 2026

Swin-B (Baseline)

83.5Top-1 Accuracy

13

Feb 26, 2026

Remote Sensing Domain Suite (UCM, AID, RSICD, WHURS19, PatternNet, NWPU) Few-shot evaluation

Domain-Aware Reinforcement Fine-Tuning

32.3Average Accuracy

13

Feb 26, 2026

CIFAR-10, CIFAR-100, & TinyImageNet Aggregate

63.21Average Accuracy

13

Feb 26, 2026

86.14Base Accuracy

13

Feb 26, 2026

78.98Base Score

13

Feb 26, 2026

CIFAR-10 standard (test)

88.07Accuracy

13

Feb 26, 2026

CIFAR-10 FedAvg with 50 clients, beta=5 non-IID (test)

82.42Accuracy

13

Feb 26, 2026

CIFAR-10 FedAvg with 50 clients, beta=0.5 non-IID (test)

78.28Accuracy

13

Feb 26, 2026

CIFAR-10 FedAvg with 50 clients, beta=0.1 non-IID (test)

68.44Accuracy

13

Feb 26, 2026

CIFAR-10 Centralized original (test)

86.64Accuracy

13

Feb 26, 2026

CIFAR-100 (test)

49.75Accuracy (beta=0.1)

13

Feb 26, 2026

CIFAR-10 (test)

79.7Accuracy (beta=0.1)

13

Feb 26, 2026

ImageNet single-crop (val)

ANN-Guided Distillation

71.76Top-1 Accuracy

13

Feb 26, 2026

81.7Accuracy

13

Feb 26, 2026

ImageNet-1K (val)

64.2Accuracy (1-shot)

13

Feb 26, 2026

ImageNet 1k (pretraining)

81.19Top-1 Accuracy

13

Feb 26, 2026

ImageNet-Sketch original (val)

59.61Top-1 Acc

13

Feb 26, 2026

ImageNet-V2 reproduction (val)

70.37Top-1 Acc

13

Feb 26, 2026

99.9Accuracy

13

Feb 27, 2026

Page 130 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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