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Papers Benchmarks Datasets Tasks

Classification research benchmarks – Page 82 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PAD-UFES-20 (cross-validation)

MobileNetV3Small → EfficientNetB6

63.74Macro F1

9

Mar 30, 2026

MobileNetV3Small → EfficientNetB6

40.15Macro F1

9

Mar 30, 2026

HAM10000 (cross-validation)

MobileNetV2 → ResNet50

58.55Macro F1

9

Mar 30, 2026

Shenzhen 21 (test)

81.3F1 Score

9

Mar 30, 2026

77.4F1 Score

9

Mar 30, 2026

Quebec Plantations (test)

0.878F1 Score

9

Mar 26, 2026

54.39F1 Score

9

Mar 26, 2026

CXR-Gaze official (test)

Two-Way Attention

95.2AUC

9

Mar 25, 2026

93.7Accuracy

9

May 8, 2026

16-dataset Robustness Suite (Tiny-ImageNet, CIFAR-10, CIFAR-100, STL-10, SUN397, Food101, Oxfordpets, Flowers102, DTD, EuroSAT, FGVC-Aircraft, ImageNet, Caltech-101, Caltech-256, StanfordCars, PCAM) Zero-shot (test)

20.56Tiny-ImageNet Zero-Shot Acc

9

Mar 20, 2026

ImageNet 256x256

EGC (Guo et al., 2023)

78.9Accuracy (%)

9

Mar 19, 2026

Credit Default MAR (test)

81.17Accuracy

9

Mar 19, 2026

Tuadromd MAR (test)

98.74Accuracy

9

Mar 19, 2026

Malware MAR (test)

96.28Accuracy

9

Mar 19, 2026

96.73Accuracy

9

Mar 19, 2026

98.54Accuracy

9

Mar 19, 2026

92.51AUC

9

Mar 18, 2026

89.78AUC

9

Mar 18, 2026

0.864AUC

9

Mar 18, 2026

0.899AUC

9

Mar 18, 2026

SeismicBumps 0% missing (test)

77.86AUC

9

Mar 13, 2026

5 different datasets 75% missing percentage (test)

78.68AUC

9

Mar 13, 2026

LC25000 lung cancer (test)

100Accuracy

9

Mar 19, 2026

90.6Top-1 Accuracy

9

Mar 12, 2026

65.5Top-1 Accuracy

9

Mar 12, 2026

Page 82 of 202

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