2SR Python API¶
-
bob.rppg.ssr.ssr_utils.
get_skin_pixels
(face_frame, index, skininit, threshold, bounding_boxes=None, skin_frame=None, plot=False)[source]¶ get a list of skin colored pixels inside the given frame.
- Parameters
face_frame (numpy.ndarray) – The frame where the face has to be detected.
index (int) – The index of the frame containing the face to be detected.
skininit (bool) – Flag if you want the parameters of the skin model to be re-estimated.
threshold (float) – The threshold on the skin color probability (between [0, 1]).
bounding_boxes (list of
bob.ip.facedetect.BoundingBox
) – The face bounding boxes corresponding to the sequence.skin_frame (numpy.ndarray) – The frame where the skin pixels have to be retrieved. If not set, face_frame will be used.
plot (bool) – Flag to plot the result of skin pixels detection
- Returns
skin_pixels – The RGB values of all detected skin colored pixels
- Return type
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bob.rppg.ssr.ssr_utils.
get_eigen
(skin_pixels)[source]¶ build the C matrix, get eigenvalues and eigenvectors, sort them.
- Parameters
skin_pixels (numpy.ndarray) – The RGB values of skin-colored pixels.
- Returns
eigenvalues (numpy.ndarray) – The eigenvalues of the correlation matrix
eigenvectors (numpy.ndarray) – The (sorted) eigenvectors of the correlation matrix
-
bob.rppg.ssr.ssr_utils.
plot_eigenvectors
(skin_pixels, eigenvectors)[source]¶ plots skin pixel cluster and eignevectors in the RGB space.
- Parameters
skin_pixels (numpy.ndarray) – The RGB values of skin-colored pixels.
eigenvectors (numpy.ndarray) – The eigenvectors of the correlation matrix
-
bob.rppg.ssr.ssr_utils.
build_P
(counter, temporal_stride, eigenvectors, eigenvalues, plot=False)[source]¶ builds P
- Parameters
counter (int) – The frame index
temporal_stride (int) – The temporal stride to use
eigenvectors (numpy.ndarray) – The eigenvectors of the c matrix (for all frames up to counter).
eigenvalues (numpy.ndarray) – The eigenvalues of the c matrix (for all frames up to counter).
plot (bool) – If you want something to be plotted
- Returns
p – The p signal to add to the pulse.
- Return type