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Classification research benchmarks – Page 48 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

73.61Accuracy

13

May 12, 2026

46.3Accuracy

13

May 12, 2026

SEM OpenML-CC18 (test)

0.611Accuracy

13

May 12, 2026

PIX OpenML-CC18 (test)

83.06Accuracy

13

May 12, 2026

OPT OpenML-CC18 (test)

78.94Accuracy

13

May 12, 2026

KAR OpenML-CC18 (test)

76.4Accuracy

13

May 12, 2026

INC OpenML-CC18 (test)

72.85Accuracy

13

May 12, 2026

DNA OpenML-CC18 (test)

66.79Accuracy

13

May 12, 2026

DIA OpenML-CC18 (test)

61.14Accuracy

13

May 12, 2026

CMC OpenML-CC18 (test)

40.81Accuracy

13

May 12, 2026

UPMC Food-101 imbalance ratio r=100 (test)

20.22Overall Accuracy

13

May 8, 2026

UPMC Food-101 imbalance ratio r=50 (test)

28.93Overall Accuracy

13

May 8, 2026

UPMC Food-101 imbalance ratio r=20 (test)

34.81Overall Accuracy

13

May 8, 2026

UPMC Food-101 imbalance ratio r=10 (test)

49.97Overall Accuracy

13

May 8, 2026

97.93Mean Accuracy

13

Jul 2, 2026

78.5F1 Score

13

Jun 4, 2026

MARS-S2L (test)

68.82AP

13

Apr 24, 2026

Synthetic Additive Data (pu=10, pn=10) (test)

80.112Average Accuracy

13

Apr 23, 2026

Synthetic Additive Data pu=0, pn=10 (test)

81.855Average Accuracy

13

Apr 23, 2026

Synthetic Additive Data (pu=10, pn=0) (test)

86.015Average Accuracy

13

Apr 23, 2026

Additive Data pu=0, pn=0 synthetic (test)

90.309Average Accuracy

13

Apr 23, 2026

86.1Accuracy

13

Jul 7, 2026

98.41Mean Accuracy

13

May 7, 2026

90.1Accuracy

13

Apr 7, 2026

DensePoint (test)

Fourier-based colored point cloud encoding

98.43Overall Accuracy

13

Mar 30, 2026

Page 48 of 202

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