2015 · 14 citations · 7 references
MedicineObstetricsRadiologyDiagnostic ImagingUltrasonographyUltrasoundFetal EchocardiographyFetal ImagingObject RecognitionObstetric UltrasonographyPregnancy ImagingFetal Three-dimensional UltrasonographyImage Contrast EffectsInvariant Feature DetectionInvariant MeasuresObject Orientation DependenceRobust Detection
We address the task of object localisation in 2D fetal ultrasound images, where invariance to factors such as image contrast and object orientation is desirable. We build on recent methods for rotation-invariant detection and combine them with oriented measures of image structure derived from the monogenic signal. We test our approach on images containing the fetal heart. Our results suggest that although raw intensity features can achieve robust approximate detection, the structural measures can achieve better localisation.
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Histograms of Oriented Gradients for Human Detection
Navneet Dalal, Bill Triggs · 2005 · 31.9K citations · Full text
Rapid object detection using a boosted cascade of simple features
Paul Viola, Michael Jones · 2005 · 18.2K citations
Michael Felsberg, Gerald Sommer · IEEE Transactions on Signal Processing · 2001 · 798 citations · Full text