kosmos.ml.datasets.bloodmnist_dataset¶
Classes¶
- class BloodMNISTDataset(*, min_max_scaler: bool = True)¶
Bases:
kosmos.ml.datasets.dataset.SLDatasetBloodMNIST dataset for blood cell classification from biomedical images.
Notes
Number of instances: 17,092 (11,959 train + 1,712 val + 3,421 test)
Number of features: 2,352 numeric (28x28x3 RGB images, flattened)
Classes: 8 (different blood cell types)
References
MedMNIST: https://medmnist.com/
Initialize the dataset.
- Parameters:
min_max_scaler (bool) – Whether to apply min-max scaling to the features.
Properties
- property class_names¶
Return human-readable class labels for blood cell types.
- property input_dimension¶
Number of feature columns.
- property output_dim¶
Number of distinct classes.