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Papers Benchmarks Datasets Tasks

Classification research benchmarks – Page 179 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CelebA spurious attribute: wearing lipstick (test)

88.7WGA

3

Apr 28, 2026

CelebA spurious attribute: heavy makeup (test)

88.9WGA

3

Apr 28, 2026

CelebA spurious attribute: no beard (test)

89.6WGA

3

Apr 28, 2026

CelebA spurious attribute: male (test)

88.9WGA

3

Apr 28, 2026

58.34Accuracy

3

Apr 28, 2026

DomainNet (held-out target)

SAGA (semantic anchors)

61Average Accuracy

3

Apr 27, 2026

Austrian Crop (30% labels)

82.09F1 Score

3

Apr 14, 2026

Austrian Crop (20% labels)

80.79F1 Score

3

Apr 14, 2026

Austrian Crop 15% labels

80.12F1 Score

3

Apr 14, 2026

Austrian Crop (10% labels)

78.69F1 Score

3

Apr 14, 2026

Austrian Crop (7% labels)

77.22F1 Score

3

Apr 14, 2026

Austrian Crop (5% labels)

74.32F1 Score

3

Apr 14, 2026

Austrian Crop (3% labels)

71.62F1 Score

3

Apr 14, 2026

Austrian Crop (1% labels)

66.15F1 Score

3

Apr 14, 2026

91Classification Accuracy

3

Apr 14, 2026

81.7Accuracy

3

Apr 14, 2026

81.7Accuracy

3

Apr 14, 2026

92.2Accuracy

3

Apr 14, 2026

100Accuracy

3

Apr 14, 2026

8-bit AdamW(bnb)

73.082mAP

3

Apr 10, 2026

353Misclassification Count

3

Apr 8, 2026

16Misclassification Count

3

Apr 8, 2026

6Misclassification Count

3

Apr 8, 2026

7Misclassification Count

3

Apr 8, 2026

COCO Blended-Text

79.9Clean Accuracy

3

Apr 8, 2026

Page 179 of 202

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