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ResearchFormerly WizWand

PanNuke

Benchmarks

TaskDatasetSOTA resultTrendResults

Label Synthesis

PanNuke

4.31FSD

6

Nuclei Segmentation and Classification

PanNuke v1 (test)

0.512mPQ (Adrenal Gland)

6

Cell Instance Segmentation

PanNuke (3-fold cross-val average)

63.62bPQ

5

Cell-level type identification

PanNuke PanCancer 40x

68.73Test Balanced Accuracy

5

Cell-level type identification

PanNuke Breast 40x

57.49Test Balanced Accuracy

5

Cell-level type identification

PanNuke PanCancer 20x

67.63Test Balanced Accuracy

5

Cell-level type identification

PanNuke 20x Breast

57.38Test Balanced Accuracy

5

Cell-level type identification

PanNuke PanCancer 40x

92.38AUROC

5

Cell-level type identification

PanNuke 40x Breast

89.05AUROC

5

Cell-level type identification

PanNuke PanCancer 20x

92.92AUROC

5

Cell-level type identification

PanNuke 20x Breast

91.39AUROC

5

cell-level type identification

PanNuke 20x (PanCancer) (test)

67.63Macro F1

5

cell-level type identification

PanNuke 20x Breast (test)

58.05Macro F1

5

Cell-level type identification

PanNuke 40x PanCancer (test)

72.76AUPRC

5

Cell-level type identification

PanNuke 40x Breast (test)

62.44AUPRC

5

Cell-level type identification

PanNuke PanCancer 20x (test)

73.59AUPRC

5

Cell-level type identification

PanNuke Breast 20x (test)

64.11AUPRC

5

Nuclei Detection

PanNuke (three-fold cross-validation)

75Neoplastic F1 Score

4

Image Generation

PanNuke

50.29FID

4

Patch-Level Classification

PanNuke

98.13Accuracy

3