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Classification research benchmarks – Page 105 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CSE-CIC-IDS 2018 (test)

99.78Accuracy

8

Feb 26, 2026

20ASR

8

Feb 26, 2026

33.1ASR

8

Feb 26, 2026

0.175ASR Score

8

Feb 26, 2026

4.4ASR Error

8

Feb 26, 2026

Clevr-Count VTAB-1K (test)

LoRA_mul+VPT_add + PACE

86.4Accuracy

8

Feb 26, 2026

Camelyon VTAB 1k (test)

LoRA_mul+VPT_add + PACE

88.1Accuracy

8

Feb 26, 2026

SVHN VTAB 1k (test)

LoRA_mul+VPT_add + PACE

93.5Accuracy

8

Feb 26, 2026

ScanObjectNN-C 1.0 (test)

72.4mOA

8

Feb 26, 2026

Adult Dataset (test)

0.02DD

8

Feb 26, 2026

71.09AUC

8

Feb 26, 2026

0.818AUC

8

Feb 26, 2026

0.815AUC

8

Feb 26, 2026

0.734AUC

8

Feb 26, 2026

0.822AUC

8

Feb 26, 2026

0.784AUC

8

Feb 26, 2026

Rotated MNIST unseen future domain

0.07Error Rate

8

Feb 26, 2026

MS-Celeb-1M (meta-test)

30Classification Error

8

Feb 26, 2026

CASIA (meta-test)

0.4Classification Error

8

Feb 26, 2026

Omniglot (meta-test)

3.8Error Rate

8

Feb 26, 2026

CIFAR-100 (meta-test)

73.3Error Rate

8

Feb 26, 2026

91.2Accuracy

8

Feb 26, 2026

64.7Accuracy

8

Feb 26, 2026

71.8Accuracy

8

Feb 26, 2026

89.3Accuracy

8

Feb 26, 2026

Page 105 of 202

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