12,190 research outputs found
Hand Pointing Detection Using Live Histogram Template of Forehead Skin
Hand pointing detection has multiple applications in many fields such as
virtual reality and control devices in smart homes. In this paper, we proposed
a novel approach to detect pointing vector in 2D space of a room. After
background subtraction, face and forehead is detected. In the second step,
forehead skin H-S plane histograms in HSV space is calculated. By using these
histogram templates of users skin, and back projection method, skin areas are
detected. The contours of hand are extracted using Freeman chain code
algorithm. Next step is finding fingertips. Points in hand contour which are
candidates for the fingertip can be found in convex defects of convex hull and
contour. We introduced a novel method for finding the fingertip based on the
special points on the contour and their relationships. Our approach detects
hand-pointing vectors in live video from a common webcam with 94%TP and 85%TN.Comment: Accepted for oral presentation in DSP201
Landmark detection in 2D bioimages for geometric morphometrics: a multi-resolution tree-based approach
The detection of anatomical landmarks in bioimages is a necessary but tedious step for geometric morphometrics studies in many research domains. We propose variants of a multi-resolution tree-based approach to speed-up the detection of landmarks in bioimages. We extensively evaluate our method variants on three different datasets (cephalometric, zebrafish, and drosophila images). We identify the key method parameters (notably the multi-resolution) and report results with respect to human ground truths and existing methods. Our method achieves recognition performances competitive with current existing approaches while being generic and fast. The algorithms are integrated in the open-source Cytomine software and we provide parameter configuration guidelines so that they can be easily exploited by end-users. Finally, datasets are readily available through a Cytomine server to foster future research
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