async def asyncEstimateMedicalMask():
"""
Async medical mask estimation example
"""
image = VLImage.load(filename=EXAMPLE_O)
faceEngine = VLFaceEngine()
detector = faceEngine.createFaceDetector(DetectorType.FACE_DET_V3)
faceDetection = detector.detectOne(image)
medicalMaskEstimator = faceEngine.createMaskEstimator()
# Estimate from detection
pprint.pprint(medicalMaskEstimator.estimate(faceDetection).asDict())
# Estimate from wrap
warper = faceEngine.createFaceWarper()
warp = warper.warp(faceDetection)
mask = await medicalMaskEstimator.estimate(warp.warpedImage,
asyncEstimate=True)
pprint.pprint(mask.asDict())
warp2 = warper.warp(detector.detectOne(VLImage.load(filename=EXAMPLE_1)))
task1 = medicalMaskEstimator.estimate(warp.warpedImage, asyncEstimate=True)
task2 = medicalMaskEstimator.estimate(warp2.warpedImage,
asyncEstimate=True)
for task in (task1, task2):
pprint.pprint(task.get())
def estimateMedicalMask():
"""
Create warp from detection.
"""
image = VLImage.load(filename=EXAMPLE_O)
faceEngine = VLFaceEngine()
detector = faceEngine.createFaceDetector(DetectorType.FACE_DET_V1)
faceDetection = detector.detectOne(image)
warper = faceEngine.createFaceWarper()
warp = warper.warp(faceDetection)
medicalMaskEstimator = faceEngine.createMaskEstimator()
pprint.pprint(medicalMaskEstimator.estimate(warp.warpedImage).asDict())
def estimateMedicalMask():
"""
Medical mask estimation example
"""
image = VLImage.load(filename=EXAMPLE_O)
faceEngine = VLFaceEngine()
detector = faceEngine.createFaceDetector(DetectorType.FACE_DET_V3)
faceDetection = detector.detectOne(image)
medicalMaskEstimator = faceEngine.createMaskEstimator()
# Estimate from detection
pprint.pprint(medicalMaskEstimator.estimate(faceDetection).asDict())
# Estimate from wrap
warper = faceEngine.createFaceWarper()
warp = warper.warp(faceDetection)
pprint.pprint(medicalMaskEstimator.estimate(warp.warpedImage).asDict())
warp2 = warper.warp(detector.detectOne(VLImage.load(filename=EXAMPLE_1)))
pprint.pprint(medicalMaskEstimator.estimateBatch([warp, warp2]))