Research Article

A Machine Learning Workflow of Multiplexed Immunofluorescence Images to Interrogate Activator and Tolerogenic Profiles of Conventional Type 1 Dendritic Cells Infiltrating Melanomas of Disease-Free and Metastatic Patients

Table 3

Optimal parameters settings by selecting the models with the highest F1-Score.

ModelPatch sizeEpochBatch sizeAugmentationLearning rateTraining time

U-Net3-class1024 × 1024500250.012 h 50 min
Stardist1024 × 1024250250.00031 h 44 min
SplineDist512 × 512200450.000332 h 36 min
Cellpose1024 × 102420,000250.00022 h 37 min