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Image Classification research benchmarks – Page 326 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Hybrid Reliability Measure

0.896AU-ARC (ut)

1

Mar 25, 2026

Hybrid Reliability Measure

92.32AU-ARC (ut)

1

Mar 25, 2026

MNIST, Fashion-MNIST, SVHN, and CIFAR-10

17.1Degradation (Clamped)

1

Mar 24, 2026

CIFAR-10 (test)

hybrid certification method

46.12Verified Robustness (Real)

1

Mar 17, 2026

ImageNet-1K forget set (Df)

100Unlearning Score

1

Mar 16, 2026

Plant Leaf Datasets Few-shot Maize Southern Rust (val)

Hybrid Siamese-ProtoNet

92.5Validation Accuracy

1

Mar 10, 2026

Plant Leaf Datasets Maize Northern Leaf Blight Few-shot (val)

Hybrid Siamese-ProtoNet

97.5Accuracy

1

Mar 10, 2026

Few-shot Plant Leaf Datasets Maize Grey Leaf Spot (val)

Hybrid Siamese-ProtoNet

97.5Accuracy (val)

1

Mar 10, 2026

Plant Leaf Datasets Maize Common Rust Few-shot (val)

Hybrid Siamese-ProtoNet

92.5Validation Accuracy

1

Mar 10, 2026

Plant Leaf Datasets Few-shot Wheat Tan Spot (val)

Hybrid Siamese-ProtoNet

97.5Accuracy

1

Mar 10, 2026

Plant Leaf Datasets Few-shot Wheat Stripe Rust (val)

Hybrid Siamese-ProtoNet

97.5Validation Accuracy

1

Mar 10, 2026

Plant Leaf Datasets Few-shot Wheat Powdery Mildew (val)

Hybrid Siamese-ProtoNet

95.5Validation Accuracy

1

Mar 10, 2026

Plant Leaf Datasets Few-shot Wheat Leaf Rust (val)

Hybrid Siamese-ProtoNet

95.5Accuracy

1

Mar 10, 2026

Few-shot Plant Leaf Datasets Rice Brown Spot (val)

Hybrid Siamese-ProtoNet

97.5Accuracy

1

Mar 10, 2026

Plant Leaf Datasets Few-shot Rice Blast (val)

Hybrid Siamese-ProtoNet

97.5Accuracy

1

Mar 10, 2026

Few-shot Plant Leaf Datasets Rice Bacterial Leaf Streak (val)

Hybrid Siamese-ProtoNet

97.5Accuracy

1

Mar 10, 2026

Plant Leaf Datasets Few-shot Rice Bacterial Blight (val)

Hybrid Siamese-ProtoNet

97.5Validation Accuracy

1

Mar 10, 2026

MNIST Permuted Sequential (val)

97.21Accuracy

1

Mar 4, 2026

Sign Language MNIST (test)

95.716Accuracy

1

Feb 26, 2026

Distributed Photonic Quantum Computing Bond Dimensions

Distributed Quantum Neural Network (MerLin)

4Training Speedup

1

Feb 26, 2026

Auto-RickshawImageBD (test)

72Accuracy

1

Feb 26, 2026

RoadDamageBD (test)

94.12Accuracy

1

Feb 26, 2026

710Mult. Depth

1

Feb 26, 2026

90.52Accuracy

1

Feb 26, 2026

100Density

1

Feb 26, 2026

Page 326 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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