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Binary Image Classification research benchmarks · SOTA2 Research

Binary Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

92.93Acc (air. vs bird.)

21

Jun 5, 2026

Binary Image Classification

Test-time augmentations

6.96AAC

10

Apr 3, 2026

PneumoniaMNIST Mild Non-IID (alpha = 1.0) (test)

89.81Accuracy

8

May 26, 2026

PneumoniaMNIST 1.0 (test)

89.36Accuracy

8

May 26, 2026

BreastMNIST 28x28 (val)

90.56AUC

3

Jun 12, 2026

PneumoniaMNIST 28x28 (val)

99.27AUC

3

Jun 12, 2026

Photonic QCNN (MerLin Optimized)

98.2Accuracy

2

Feb 26, 2026

Popular datasets

PneumoniaMNIST STL BreastMNIST Custom BAS Image classification

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