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Extracting anthropometric or tailoring measurements from 3D human body scans is important for applications such as virtual try-on, custon clothing, and online sizing. Existing commercial solutions identify anatomical landmarks on high-resolution 3D scans and then compute distances or circumferences on the scan. Landmark detection is sensitive to acquisition noise (e.g. holes) and these methods require subjects to adopt a specific pose. In contrast, we propose a solution that we call. We fit a deformable 3D body model to scan data in one or more poses; this model-based fitting is robust to scan noise. This brings the scan into registration iwth a database of registered body scans. Then, we extract features from the registered model (rather than from the scan); these include, limb lengths, circumferences, and statistical features of global shape. Finally, we learn a mapping from these features to measurements using regularized linear regression. We perform an extensive evaluation using the CAESAR dataset and demonstrate that the accuracy of our method outperforms state-of-art methods.

model-based anthropometry

Details on measurement prediction accuracy:

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Model-based Anthropometry: Predicting Measurements from 3D Human Scans in Multiple Poses

Tsoli, A. , Loper, M. , Black, M. J.

Abstract
Extracting anthropometric or tailoring measurements from 3D human body scans is important for applications such as virtual try-on, custom clothing, and online sizing. Existing commercial solutions identify anatomical landmarks on high-resolution 3D scans and then compute distances or circumferences on the scan. Landmark detection is sensitive to acquisition noise (e.g. holes) and these methods require subjects to adopt a specific pose. In contrast, we propose a solution we call model-based anthropometry. We fit a deformable 3D body model to scan data in one or more poses; this model-based fitting is robust to scan noise. This brings the scan into registration with a database of registered body scans. Then, we extract features from the registered model (rather than from the scan); these include, limb lengths, circumferences, and statistical features of global shape. Finally, we learn a mapping from these features to measurements using regularized linear regression. We perform an extensive evaluation using the CAESAR dataset and demonstrate that the accuracy of our method outperforms state-of-the-art methods.

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If all organisms are, by virtue of their corporeal organization, sensuously acting, objectifying subjects, then the differences among them and the worlds they build must be sought there as well. In what could be viewed an anticipatory interrogation of “the human and the animal,” Marx insisted that human beings, like all other animals, are “species-beings,” that is: all human beings share the definitive attributes of their species. And like that of other animals, human “ species-life consists physically in the fact that human beings live from nature.” 30

Having thus established the kinship between Homo sapiens and other animals, Marx then contrasts human species-being with that of other species on the basis of the quantity and quality of their objectifying capacities: “One can differentiate human beings from animals on the basis of consciousness, religion or what one will. Humans themselves begin to differentiate themselves from other animals once they begin to produce their means of life.” He adds emphatically, this “step is made possible by their corporeal organization .” 31 Marx readily acknowledges that other animal species also produce : they “build nests, houses, like the bee, beaver, ants.” But they “only produce what they immediately need for themselves and their offspring”; they produce “one-sidedly,” “only under the dominion of immediate physical need.” 32

Homo sapiens , however, is not so limited, or better: human natural limits can be artificially expanded. In contrast to the “one-sided” production of other animals, the human animal produces “ universally .” Because universalist claims are easily abused, and because Marx is clearly speaking of the “ relative universality” of humans vis-à-vis other species, I will replace universality with multi-dimensionality. Human multidimensionality contrasts in three ways with the one-dimensionality of other animals.

First, the multi-dimensionality of human production derives from the productive capacities embedded in human corporeal organization—the instruments, capacities, and dexterities embedded in the species-specific body that enable human beings to make that which is necessary to satisfy their needs and wants. Whereas other animals “produce only according to the measure and needs of their species,” human beings learn to produce “according to the measure of every species”—which simply states the obvious fact that humans can produce as artifacts that which “immediately belongs to the physical body” of other species (clothes as artificial skin) and can learn to make things to do what other species do “instinctually” (winged vehicles to fly).

Second, the multi-dimensionality of human productive capacities enables human beings to “make all nature into their extended body, both insofar as nature is an immediate means of life, and insofar as it is the material, the object, and the tool of human life activity.” With the corporeal instruments and imagination to turn nearly everything into objects of their productive objectification, human beings “produce in freedom.” And because they “know how to produce in accordance with the standard of every species ,” human beings reproduce “the whole of nature.” LNG Lifesty Led Lights Shoes Boy amp; Girls cheap sale best seller sale original shipping discount sale wiki cheap online cheap sale best store to get iDWuX8FT

The most common types of headache, by a very long way, are tension headaches and migraines.

Tension headaches Tension headaches are usually felt as a band or across the forehead. They can last for several days. They can be uncomfortable and tiring, but they do not usually disturb sleep. Most people can carry on working with a tension headache. They tend to worsen as the day progresses and are not usually made worse by physical activity, although it's not unusual to be a bit sensitive to bright light or noise. Read more about Altra LaceUp stylish Sports Shoes for Men Lifestyle Yellow Casual Shoes sale shop buy cheap very cheap W0b7Npfg
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Migraines Migraines are also very common. A typical migraine is one-sided and throbbing. Indeed, headaches that are one-sided, headaches that throb and headaches that make you feel sick are more likely to be migraines than anything else. Migraines are often severe enough to be disabling. Some patients need to go to bed to sleep off their headache. outlet fashion Style Call It Spring Call It Spring Pernia Multi clearance visit in China for sale footlocker finishline cheap price cheap new styles DUlTzCyPq
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Cluster headaches Cluster headaches are very severe headaches, sometimes called 'suicide headaches'. They occur in clusters, often every day for a number of days or even weeks. Then they disappear for months on end. They are uncommon and tend to occur particularly in adult male smokers. They are severe, one-sided headaches, which are really very disabling (they prevent regular activity). People often describe them as the worst pain they have ever felt.

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Chronic tension headaches Chronic tension headache (or chronic daily headache) is usually caused by muscle tension in the back of the neck and affects women more often than men. Chronic means that the condition is persistent and ongoing. These headaches can be started by neck injuries or tiredness and may be made worse by medication overuse (see below). A headache that occurs almost every day for three months or more is called a chronic daily headache. Read more about Socofy Women Pumps Shoes Leather Block Mid Heel Shoes Vintage Handmade Flower Outdoor Walking Casual Shoes Black buy cheap footlocker 2014 newest outlet footlocker pictures gpnis6J
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Medication-overuse headaches Medication overuse headache (medication-induced headache) is an unpleasant and long-lasting headache. It is caused by taking painkilling medication - usually for headache. Unfortunately, when painkillers are taken regularly for headaches, the body responds by making more pain sensors in the head. Eventually the pain sensors are so many that the head is super-sensitive and the headache won't go away. People who have these headaches often take more and more painkillers to try to feel better. However, the painkillers have often long ceased to work.

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