TFSDK

Python Bindings (Stable) - Contents:

  • General
  • License Validation
  • Input Image
  • Face Detection
  • Face Image Quality
  • 1 to 1 Face Recognition
  • 1 to N Identification
  • Object Detection
  • Spoof Detection
  • Body Pose Estimation
  • Blink Detection
  • Mask Detection
  • Eye glasses Detection
  • Image Annotation
  • Environment Variables
  • Frequently Asked Questions
  • Changelog
  • Previous Stable Releases
TFSDK
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  • Blink Detection
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Blink Detection¶

SDK.detect_blink(self: tfsdk.SDK, tf_image: tfsdk.TFImage, target_face: tfsdk.FaceBoxAndLandmarks) → Tuple[tfsdk.ERRORCODE, tfsdk.BlinkState]¶

Determine if the eyes of the specified face are open or closed. Note, this function does not work well with eyeglasses, which can be detected using tfsdk.SDK.detect_glasses().

Parameters

  • tf_image - the input tfsdk.TFImage, returned by tfsdk.SDK.preprocess_image().

  • target_face - the face on which to run blink detection.

Returns

The ERRORCODE and tfsdk.BlinkState. Note, if the face is not frontal facing, an error will be returned.

class tfsdk.BlinkState¶
property is_left_eye_closed¶

Predicted result for the left eye being closed. Computed as tfsdk.BlinkState.left_eye_score < 0.5.

property is_right_eye_closed¶

Predicted result for the right eye being closed. Computed as tfsdk.BlinkState.right_eye_aspect_ratio < 0.5.

property left_eye_aspect_ratio¶

The aspect ratio of the left eye, computed as height / width.

property left_eye_score¶

Score indicating if the left eye is open or closed. 0 indicates closed, 1 indicates open.

property right_eye_aspect_ratio¶

The aspect ratio of the right eye, computed as height / width.

property right_eye_score¶

Score indicating if the right eye is open or closed. 0 indicates closed, 1 indicates open.

to_dict(self: tfsdk.BlinkState) → dict¶

Return a dictionary representation of the object.

To reduce False Positives, blink detection must be run with several constraints:

  • Ensure the face is frontal facing

  • The face should be 1 - 3 ft from the camera

  • Recommended 640 x 480 resolution or better

  • Ensure there is good lighting illuminating the eyes

These constraints are not enforced by the method, and should be enforced by called of SDK for best results.

_images/blink_detection_distance.png _images/blink_detection_lighting.png
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