PyEmotion.PyEmotion Class Reference

Human facial emotion recognition using OpenCV Deep Neural Networks (DNN) More...

Public Member Functions
	__init__ (self)
	Constructor.
	process (self, inframe, outframe)
	JeVois main processing function.

Public Attributes
	inpWidth
	inpHeight
	scale
	mean
	rgb
	timer
	classes
	model
	net

Detailed Description

Human facial emotion recognition using OpenCV Deep Neural Networks (DNN)

This module runs an emotion classification deep neural network using the OpenCV DNN library. The network is from the FER+ emotion recognition project, "Training Deep Networks for Facial Expression Recognition with Crowd-Sourced Label Distribution" arXiv:1608.01041

The module outputs a score from -1000 to 1000 for each of: neutral, happiness, surprise, sadness, anger, disgust, fear, contempt.

Note that this module does not include any face detection. Hence it always assumes that there is a face well centered in the image. You should enhance this module with first applying a face detector (see, e.g., PyDetectionDNN) and to only run the emotion recognition network on the detected faces.

Author

Laurent Itti

Videomapping:

YUYV 320 336 15.0 YUYV 320 336 15.0 JeVois PyEmotion

Email:

itti@.nosp@m.usc..nosp@m.edu

Address:

880 W 1st St Suite 807, Los Angeles CA 90012, USA

Copyright

Copyright (C) 2019 by Laurent Itti

Main URL:

http://jevois.org

Support URL:

http://jevois.org

Other URL:

http://jevois.org

License:

GPL v3

Distribution:

Unrestricted

Restrictions:

None

Definition at line 33 of file PyEmotion.py.

Constructor & Destructor Documentation

__init__()

PyEmotion.PyEmotion.__init__

(

self

)

Constructor.

Definition at line 36 of file PyEmotion.py.

Member Function Documentation

process()

PyEmotion.PyEmotion.process	(		self,
			inframe,
			outframe
	)

JeVois main processing function.

Definition at line 50 of file PyEmotion.py.

Member Data Documentation

classes

PyEmotion.PyEmotion.classes

Definition at line 57 of file PyEmotion.py.

Referenced by PyPostClassify.PyPostClassify.freeze(), PyPostDAMOyolo.PyPostDAMOyolo.freeze(), PyPostYolo.PyPostYolo.freeze(), PyPostYOLOv8seg.PyPostYOLOv8seg.freeze(), PyDetectionDNN.PyDetectionDNN.postprocess(), and PyClassificationDNN.PyClassificationDNN.process().

inpHeight

PyEmotion.PyEmotion.inpHeight

Definition at line 38 of file PyEmotion.py.

Referenced by PyClassificationDNN.PyClassificationDNN.process(), and PyDetectionDNN.PyDetectionDNN.process().

inpWidth

PyEmotion.PyEmotion.inpWidth

Definition at line 37 of file PyEmotion.py.

Referenced by PyClassificationDNN.PyClassificationDNN.process(), and PyDetectionDNN.PyDetectionDNN.process().

mean

PyEmotion.PyEmotion.mean

Definition at line 40 of file PyEmotion.py.

Referenced by transform.Normalize.__call__(), quantize-inc.Dataset.__getitem__(), mobilenet_v1.MobileNetV1._preprocess(), mobilenet_v2.MobileNetV2._preprocess(), PyPreBlob.PyPreBlob.process(), PyClassificationDNN.PyClassificationDNN.process(), and PyDetectionDNN.PyDetectionDNN.process().

model

PyEmotion.PyEmotion.model

Definition at line 59 of file PyEmotion.py.

Referenced by lpd_yunet.LPD_YuNet.__init__(), PyNetOpenCV.PyNetOpenCV.freeze(), PyNetORT.PyNetORT.freeze(), PyNetURetinex.PyNetURetinex.freeze(), mobilenet_v1.MobileNetV1.infer(), mobilenet_v2.MobileNetV2.infer(), lpd_yunet.LPD_YuNet.infer(), mp_palmdet.MPPalmDet.infer(), PyNetOpenCV.PyNetOpenCV.load(), PyNetORT.PyNetORT.load(), PyNetURetinex.PyNetURetinex.load(), PyClassificationDNN.PyClassificationDNN.process(), PyCoralClassify.PyCoralClassify.process(), PyCoralDetect.PyCoralDetect.process(), PyCoralSegment.PyCoralSegment.process(), PyDetectionDNN.PyDetectionDNN.process(), PyCoralClassify.PyCoralClassify.processGUI(), PyCoralDetect.PyCoralDetect.processGUI(), PyCoralSegment.PyCoralSegment.processGUI(), PyLicensePlate.PyLicensePlate.processGUI(), mobilenet_v1.MobileNetV1.setBackend(), mobilenet_v2.MobileNetV2.setBackend(), lpd_yunet.LPD_YuNet.setBackend(), mp_palmdet.MPPalmDet.setBackend(), mobilenet_v1.MobileNetV1.setTarget(), mobilenet_v2.MobileNetV2.setTarget(), lpd_yunet.LPD_YuNet.setTarget(), and mp_palmdet.MPPalmDet.setTarget().

net

PyEmotion.PyEmotion.net

Definition at line 60 of file PyEmotion.py.

Referenced by PyNetOpenCV.PyNetOpenCV.load(), PyDetectionDNN.PyDetectionDNN.postprocess(), PyNetOpenCV.PyNetOpenCV.process(), PyClassificationDNN.PyClassificationDNN.process(), and PyDetectionDNN.PyDetectionDNN.process().

rgb

PyEmotion.PyEmotion.rgb

Definition at line 41 of file PyEmotion.py.

Referenced by PyClassificationDNN.PyClassificationDNN.process(), PyCoralClassify.PyCoralClassify.process(), PyCoralDetect.PyCoralDetect.process(), PyCoralSegment.PyCoralSegment.process(), PyDetectionDNN.PyDetectionDNN.process(), PyCoralClassify.PyCoralClassify.processGUI(), PyCoralDetect.PyCoralDetect.processGUI(), and PyCoralSegment.PyCoralSegment.processGUI().

scale

PyEmotion.PyEmotion.scale

Definition at line 39 of file PyEmotion.py.

Referenced by PyPreBlob.PyPreBlob.process(), PyClassificationDNN.PyClassificationDNN.process(), and PyDetectionDNN.PyDetectionDNN.process().

timer

PyEmotion.PyEmotion.timer

Definition at line 46 of file PyEmotion.py.

Referenced by FirstPython.FirstPython.process(), PyClassificationDNN.PyClassificationDNN.process(), PyCoralClassify.PyCoralClassify.process(), PyCoralDetect.PyCoralDetect.process(), PyCoralSegment.PyCoralSegment.process(), PyDetectionDNN.PyDetectionDNN.process(), PyDMTX.PyDMTX.process(), PythonObject6D.PythonObject6D.process(), PythonOpenCV.PythonOpenCV.process(), PythonParallel.PythonParallel.process(), PythonSandbox.PythonSandbox.process(), AprilTag.AprilTag.processGUI(), PyCoralClassify.PyCoralClassify.processGUI(), PyCoralDetect.PyCoralDetect.processGUI(), PyCoralSegment.PyCoralSegment.processGUI(), PyFaceMesh.PyFaceMesh.processGUI(), PyHandDetector.PyHandDetector.processGUI(), PyLicensePlate.PyLicensePlate.processGUI(), PyObjectron.PyObjectron.processGUI(), PyPoseDetector.PyPoseDetector.processGUI(), PySceneText.PySceneText.processGUI(), PySelfie.PySelfie.processGUI(), PythonOpenCV.PythonOpenCV.processGUI(), PythonSandbox.PythonSandbox.processGUI(), PythonTest.PythonTest.processGUI(), FirstPython.FirstPython.processNoUSB(), PythonObject6D.PythonObject6D.processNoUSB(), and PythonSandbox.PythonSandbox.processNoUSB().

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The documentation for this class was generated from the following file:

• src/Modules/PyEmotion/PyEmotion.py