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Papers Benchmarks Datasets Tasks

Cell classification research benchmarks · SOTA2 Research

Cell classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Cell classification dataset (test)

Swin Transformer Base

89.1F1 Score

29

Feb 26, 2026

C-NMC 2019 (test)

97.89F1 Score

16

Feb 26, 2026

Ours (hybrid CNN-ViT architecture)

91.3Accuracy

10

May 15, 2026

Human lung single-cell RNA-sequencing

82F1 Score

9

Jun 4, 2026

Multiplexed Brain Image Dataset Set II (10-fold cross-validation)

95.59Average Accuracy

8

Feb 26, 2026

Multiplexed Brain Image Dataset Set I (10-fold cross-validation)

95.47Average Accuracy

7

Feb 26, 2026

BRCA-M2C (test)

MCSpatNet + Aug. (Ours)

67.8Infl. Score

6

Feb 26, 2026

Cell structure-aware model

99.7Macro F1

4

May 25, 2026

Multiplexed Brain Image Dataset Set III (10-fold cross-validation)

95.57Average Accuracy

4

Feb 26, 2026

SCDEnsemble (val)

RF_shape, ET_texture

90.71F1 Score

3

Feb 26, 2026

Cell structure-aware model

74.2Macro F1

1

May 20, 2026

Cell structure-aware model

56.44Macro F1

1

May 20, 2026

Popular datasets

Multiplexed Brain Image Dataset Cell classification dataset BRCA-M2C PBC Scirep

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