Sensors · 2019 · 17 citations · 22 references
EngineeringComputer ScienceMachine LearningMachine VisionOptics3D Imaging3D ReconstructionOptical MetrologyOptical Sensing3D MeasurementGrating-based MetrologyPhase Distribution AnalysisPhase Distribution ModelingPhase RetrievalStructured LightStructured Light ImagingThree-dimensional Measurement
The three-dimensional measurement of structured light is commonly used and has widespread applications in many industries. In this study, machine learning is used for structured light 3D measurement to recover the phase distribution of the measured object by employing two machine learning models. Without phase shift, the measurement operational complexity and computation time decline renders real-time measurement possible. Finally, a grating-based structured light measurement system is constructed, and machine learning is used to recover the phase. The calculated phase of distribution is wrapped in only one dimension and not in two dimensions, as in other methods. The measurement error is observed to be under 1%.
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Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 40.5K citations · Full text
Least Squares Support Vector Machine Classifiers
Johan A. K. Suykens, Joos Vandewalle · Neural Processing Letters · 1999 · 9.4K citations · Full text