Table 1 List of extracted features.

From: Deep Learning in Label-free Cell Classification

Feature Name

Description

Category

Diameter-RB

Diameter along the interrogation rainbow. It is insensitive to flow rate fluctuation. For higher accuracy, it is calibrated by the spatial nonuniform distribution of rainbow wavelengths.

Morphology

Diameter-FL

Diameter along the flow direction. It is sensitive to flow rate fluctuation, but can be a candidate parameter for monitoring flow speed and channel condition.

Morphology

Tight Area

Total number of pixels in the segmented region in the phase image.

Morphology

Perimeter

Total number of pixels around the boundary of each segmented region.

Morphology

Circularity

4Ï€ (Tight Area)/Perimeter2

Morphology

Major Axis

Considering the cell as elliptical in lateral imaging plane, the length of the major axis of the ellipse with a normalized second central moment same as the cell.

Morphology

Orientation

Angle between the flow direction and the major axis of the cell elliptical shape.

Morphology

Loose Area

Total number of pixels in the expanded segmented region for measurement of the pixel intensities.

Morphology

Median Radius

The median distance of any pixel in the object to the closest pixel outside of the object.

Morphology

OPD-1

Integrated optical path length difference within the entire segmented area (cell), calibrated by the power distribution within different wavelength components of the incident laser pulses.

Optical Phase

OPD-2

Integrated optical path length difference within the entire segmented area (cell). In addition to the calibration of OPD-1, it is calibrated by the pulse-to-pulse fluctuations within a 1µs detection window.

Optical Phase

Refractive index

The mean refractive index difference between the object and the surrounding liquid (buffer solution), which is calculated based on OPD-2 and size measurement (see detail in Section Methods). Refractive index difference for cells is proportional to their protein concentration.

Optical Phase

Absorption-1

Mean absorption coefficient within the entire segmented area (cell). It is calibrated by the power distribution within different wavelength components of the incident laser pulses and by the pulse-to-pulse fluctuations within a 1µs detection window. This parameter corresponds to an absorption-dominant model for the cell.

Optical Loss

Absorption-2

Mean absolute absorption coefficient within the entire segmented area (cell). It is calibrated by the power distribution within different wavelength components of the incident laser pulses and by the pulse-to-pulse fluctuations within a 1µs detection window. This parameter corresponds to an absorption-dominant model for the cell.

Optical Loss

Scattering-1

Mean optical loss within the entire segmented area (cell). It is calibrated by the power distribution within different wavelength components of the incident laser pulses and by the pulse-to-pulse fluctuations within a 1 detection window. This parameter corresponds to a scattering-dominant model for the cell.

Optical Loss

Scattering-2

Mean absolute optical loss within the entire segmented area (cell). It is calibrated by the power distribution within different wavelength components of the incident laser pulses and by the pulse-to-pulse fluctuations within a 1µs detection window. This parameter corresponds to a scattering-dominant model for the cell.

Optical Loss