1,920 research outputs found
Object recognition using shape-from-shading
This paper investigates whether surface topography information extracted from intensity images using a recently reported shape-from-shading (SFS) algorithm can be used for the purposes of 3D object recognition. We consider how curvature and shape-index information delivered by this algorithm can be used to recognize objects based on their surface topography. We explore two contrasting object recognition strategies. The first of these is based on a low-level attribute summary and uses histograms of curvature and orientation measurements. The second approach is based on the structural arrangement of constant shape-index maximal patches and their associated region attributes. We show that region curvedness and a string ordering of the regions according to size provides recognition accuracy of about 96 percent. By polling various recognition schemes. including a graph matching method. we show that a recognition rate of 98-99 percent is achievable
New constraints on data-closeness and needle map consistency for shape-from-shading
This paper makes two contributions to the problem of needle-map recovery using shape-from-shading. First, we provide a geometric update procedure which allows the image irradiance equation to be satisfied as a hard constraint. This not only improves the data closeness of the recovered needle-map, but also removes the necessity for extensive parameter tuning. Second, we exploit the improved ease of control of the new shape-from-shading process to investigate various types of needle-map consistency constraint. The first set of constraints are based on needle-map smoothness. The second avenue of investigation is to use curvature information to impose topographic constraints. Third, we explore ways in which the needle-map is recovered so as to be consistent with the image gradient field. In each case we explore a variety of robust error measures and consistency weighting schemes that can be used to impose the desired constraints on the recovered needle-map. We provide an experimental assessment of the new shape-from-shading framework on both real world images and synthetic images with known ground truth surface normals. The main conclusion drawn from our analysis is that the data-closeness constraint improves the efficiency of shape-from-shading and that both the topographic and gradient consistency constraints improve the fidelity of the recovered needle-map
A census of Gulf Stream rings, spring 1975
Also published as: Journal of Geophysical Research 83 (1978): 6136-6144During 1975 several shipboard expendable bathythermograph surveys plus satellite infrared imagery
provided a nearly synoptic view of the distribution and number of Gulf Stream rings in the western North
Atlantic. Twelve rings were identified; nine were cyclonic (cold core) rings and three were anticyclonic
(warm core) rings. This is the largest number of rings ever observed during a short period of time (4
months). Evidence suggests that the mean movement of these rings was southwestward.Prepared for the Office of Naval Research
under Contract N00014-74-C-0262; NR 083-004
and for the National Science Foundation under
Grant OCE 75-08765
Splash control of drop impacts with geometric targets
Drop impacts on solid and liquid surfaces exhibit complex dynamics due to the
competition of inertial, viscous, and capillary forces. After impact, a liquid
lamella develops and expands radially, and under certain conditions, the outer
rim breaks up into an irregular arrangement of filaments and secondary
droplets. We show experimentally that the lamella expansion and subsequent
break up of the outer rim can be controlled by length scales that are of
comparable dimension to the impacting drop diameter. Under identical impact
parameters, ie. fluid properties and impact velocity, we observe unique
splashing dynamics by varying the target cross-sectional geometry. These
behaviors include: (i) geometrically-shaped lamellae and (ii) a transition in
splashing stability, from regular to irregular splashing. We propose that
regular splashes are controlled by the azimuthal perturbations imposed by the
target cross-sectional geometry and that irregular splashes are governed by the
fastest-growing unstable Plateau-Rayleigh mode
Drop Splashing on a Dry Smooth Surface
The corona splash due to the impact of a liquid drop on a smooth dry
substrate is investigated with high speed photography. A striking phenomenon is
observed: splashing can be completely suppressed by decreasing the pressure of
the surrounding gas. The threshold pressure where a splash first occurs is
measured as a function of the impact velocity and found to scale with the
molecular weight of the gas and the viscosity of the liquid. Both experimental
scaling relations support a model in which compressible effects in the gas are
responsible for splashing in liquid solid impacts.Comment: 11 pages, 4 figure
Dynamics of grain ejection by sphere impact on a granular bed
The dynamics of grain ejection consecutive to a sphere impacting a granular
material is investigated experimentally and the variations of the
characteristics of grain ejection with the control parameters are
quantitatively studied. The time evolution of the corona formed by the ejected
grains is reported, mainly in terms of its diameter and height, and favourably
compared with a simple ballistic model. A key characteristic of the granular
corona is that the angle formed by its edge with the horizontal granular
surface remains constant during the ejection process, which again can be
reproduced by the ballistic model. The number and the kinetic energy of the
ejected grains is evaluated and allows for the calculation of an effective
restitution coefficient characterizing the complex collision process between
the impacting sphere and the fine granular target. The effective restitution
coefficient is found to be constant when varying the control parameters.Comment: 9 page
Estimating the Deep Overturning Transport Variability at 26°N Using Bottom Pressure Recorders
The RAPID mooring array at 26°N in the Atlantic has been observing the Atlantic meridional overturning circulation (AMOC) since 2004, with estimates of AMOC strength suggesting that it has declined over the 2004–2016 period. When AMOC transport is estimated, an external transport is added to the observed Ekman, Florida Straits, and baroclinic geostrophic transports to ensure zero net mass transport across the section. This approach was validated using the first year of RAPID data by estimating the external component directly from in situ bottom pressure data. Since bottom pressure recorders commonly show low‐frequency instrument drift, bottom pressure data had to be dedrifted prior to calculating the external component. Here we calculate the external component from 10 years of in situ bottom pressure data and evaluate two choices for dedrifting the records: traditional and adjusted using a Gravity Recovery and Climate Experiment (GRACE) bottom pressure solution. We show that external transport estimated from GRACE‐adjusted, in situ bottom pressure data correlates better with the RAPID compensation transport (r=0.65,p<0.05) than using individually dedrifted bottom pressure recorders, particularly at low frequencies on timescales shorter than 10 years, demonstrating that the low‐frequency variability added from GRACE is consistent with the transport variability at RAPID. We further use the bottom pressure‐derived external transport to evaluate the zonal distribution of the barotropic transport variability and find that the transport variability is concentrated west of the Mid‐Atlantic Ridge rather than uniformly distributed across the basin, as assumed in the RAPID calculation
Mesenchymal stromal cells:inhibiting PDGF receptors or depleting fibronectin induces mesodermal progenitors with endothelial potential
Realizing the full therapeutic potential of mesenchymal stromal/stem cells (MSCs) awaits improved understanding of mechanisms controlling their fate. Using MSCs cultured as spheroids to recapitulate a three-dimensional cellular environment, we show that perturbing the mesenchymal regulators, platelet-derived growth factor (PDGF) receptors or fibronectin, reverts MSCs toward mesodermal progenitors with endothelial potential that can potently induce neovascularization in vivo. MSCs within untreated spheroids retain their mesenchymal spindle shape with abundant smooth muscle α-actin filaments and fibronectin-rich matrix. Inhibiting PDGF receptors or depleting fibronectin induces rounding and depletes smooth muscle α-actin expression; these cells have characteristics of mesenchymoangioblasts, with enhanced expression of mesendoderm and endoderm transcription factors, prominent upregulation of E-cadherin, and Janus kinase signaling-dependent expression of Oct4A and Nanog. PDGF receptor-inhibited spheroids also upregulate endothelial markers platelet endothelial cell adhesion molecule 1 and vascular endothelial-cadherin and secrete many angiogenic factors, and in vivo they potently stimulate neovascularization, and their MSCs integrate within functional blood vessels that are perfused by the circulation. Thus, MSC potency and vascular induction are regulated by perturbing mesenchymal fate
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