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the increase in computational capacity of gpus and the generation of large datasets , such as imagenet has made convolutional neural networks the popular choice for a broad spectrum of computer vision tasks like image classification . | in recent years , convolutional neural networks have become the de facto standard in many computer vision tasks , such as image classification and object detection . |
we adopt inverted indexes with exact post-verification , implemented in the faiss library . | we use the faiss nearest neighbor library to implement the searchable image index of 100 million images . |
paper suggest that it might be possible to reconstruct other biological networks , such as phylogenetic networks or pedigrees , even if the growth of the network is very mild . | the positive results obtained here suggest it might be possible to reconstruct other biological networks , such as phylogenetic networks or pedigrees , even if the growth of the network is very mild . |
for the depth network , we use the resnet-50 activation functions . | for reid , we adopt a classification model with resnet-50 as the base network . |
torsion is a crucial object in superspace geometry and supergravity , and does not vanish even in flat superspace . | however the torsion is the part of the connection . |
deep convolutional neural networks have achieved significant success in a wide range of studies . | deep learning using convolutional neural networks has achieved excellent performance for a wide range of tasks , such as image recognition . |
however , angular momentum is a quantized parameter that has a fixed value . | the angular momentum is the vector perpendicular to the plane passing through the symmetry axis . |
deep convolutional neural networks have achieved great success in image classification and many others . | deep neural networks are powerful learning models which have been successfully applied to vision , speech and many other tasks . |
to fully evaluate the detection performance , we compare our proposed method with other 22 state-of-the-art ones , including 18 deep learning based algorithms and 4 conventional algorithms . | we compared the proposed hscs method with 17 state-ofthe-art methods , including dsr , where dcl , dss , r3net , df , ctmf , and pcfn are the deep learning based methods . |
pagerank is an iterative algorithm that identifies vertices of high importance in a directed graph . | pagerank is a link analysis algorithm that assigns a numerical weighting to the vertices of a directed graph . |
recently , deep neural networks have demonstrated impressive results in image classification . | deep convolutional neural networks have been successfully applied to a wide range of image classification tasks . |
reinforcement learning has achieved astounding successes in games , matching or surpassing human performance in several occasions . | reinforcement learning has demonstrated remarkable abilities in achieving better than human performances on video games . |
the joint probability distribution , of course , holds all information of the statistical dependence . | certainly , the joint probability distribution also contains the individual marginal probability distributions . |
duality is a symmetric relation , and obviously all meshes s dual to m form a linear space . | duality is a deep concept in statistical mechanics and in quantum field theory . |
in this section we recall the classical schwarzschild solution inside the event horizon r 2m . | in this section we recall the classical schwarzschild solution inside the event horizon . |
for every natural number k , the set of all varieties of semigroups with kth completely regular power is definable . | the set of all varieties of semigroups with completely regular power is definable . |
polarization-entangle photon pairs are generated through type-ii spontaneous parametric down-conversion in a 20 mm-long periodically poled ktp crystal in a polarization sagnac interferometer . | polarisation-entangled twophoton states are generated in a periodically poled 10 mm ktiopo4 crystal inside a polarisation sagnac loop . |
the rixs spectra were normalized to the integrated intensity of localized dd excitations , following prior work . | the rixs spectra were collected at 20k with π incident polarization to maximize the single-magnon signal . |
in this respect the organic-inorganic hybrid frameworks o er indeed an abundance of possibilities . | in this respect the organic-inorganic hybrid frameworks offer indeed an abundance of possibilities . |
prior to the deep learning revolution , conventional saliency methods were mainly relied on handcrafted features . | prior to the deep learning revolution , saliency methods mainly relied on different priors and handcrafted features . |
the significant feature is the agreement of the three estimators ( the fsm-ep estimator eq . | one significant feature is the extremely supersonic motion around the density peaks developed by gravitational instability , which leads to strong shock discontinuities within complex smooth structures . |
extended chiral algebras and modular invariant partition functions . | formal distribution algebras and conformal algebras . |
ieee transactions on biomed ical engineering , vol . | ieee transactions on biomedical engineering , vol . |
this asymmetry is a clear signature of the coupling to the dissipative environment strongly modifying the current even at zero temperature . | asymmetry is the exchange splitting or the 2nd plasmon satellite of se 3d core level . |
the generated samples are processed through the geant4-based atlas detector simulation . | all the background samples are produced using a simulation of the atlas detector . |
there has been a huge amount of research on graph partitioning so that we refer the reader to for most of the material . | there has been a vast amount of research on the undirected graph partitioning problem so that we refer the reader to for most of the material . |
the dataset combines images from the nyuv2 dataset and other datasets with newly acquired images . | the dataset contains images from multiple sources , such as rgb-d cameras . |
however , greater complications arise in the case of mmse filter-based pic , where the mai is cancelled with the decision feedback from channel decoders and the residual mai is further suppressed with an mmse filter . | however , greater complications arise in the case of mmse filter based pic , where the mai is cancelled with the decision feedback from channel decoders and the residual mai is further suppressed with an mmse filter . |
almost gorenstein rings in this section we define almost gorenstein rings and give characterizations . | almost gorenstein rings obtained by idealization in this section we explore almost gorenstein rings obtained by idealization . |
deep neural networks have been found to be quite effective for solving problems in the domain of computer vision . | deep convolutional neural networks achieve impressive performance on many computer vision tasks , including image classification . |
we compare our algorithm with other 11 state-ofthe-art ones including 7 deep learning based algorithms and 4 conventional algorithms . | we compared our method with other 12 algorithms , including 10 deep learning based algorithms and 2 conventional algorithms . |
a k is actually the optimal rank-k approximation of a , in terms of l 2 -norm and frobenius norm . | a k , is the best rank-k approximation of the matrix a , in either spectral norm or frobenius norm . |
the diamonds denote the field-induced magnetic transition that appears at 1 point 4k . | diamonds denote a layer thickness of 0 5 mm , closed circles of 2 mm , open circles of 5 mm , and crosses of 25 mm . |
specifically , we use the implementation of maxent models in the liblinear library with default parameter settings . | for svm , we use the liblinear library that provides a highly efficient implementation of the linear svm for parallel execution on cpus . |
we then review the construction of vertex operator algebra v l associated to an even positive definite lattice of rank 1 and its representations . | we first review the construction of the vertex operator algebra v l associated with a positive definite even lattice l . |
as for the liouville theory , the gauging of the matrix quantum mechanics naturally solves this problem . | the dual description of the liouville theory yields the nonperturbative information of the theory . |
with the propositions given above , we can now define the bar and cobar constructions for properads . | we can now conclude the proof of the acyclicity of the augmented bar construction . |
from a theoretical perspective and reactions are attractive , since the scattering problem may be viewed as an effective three-body problem . | from a theoretical perspective , reactions are attractive since the scattering problem can be viewed as an effective threebody problem . |
as has been shown , permutationally-symmetric states are the optimal inputs for phase estimation . | however , entangled permutationally-symmetric states for phase estimation that are robust against loss are well known . |
however , for the massive thirring model , we can get reliable results as we consider the bound state spectrum . | from this calculation , we conclude that there is only one bound state in the massive thirring model . |
input representation we report results using 4 different types of word embeddings , glove , fasttext , elmo , to represent the input tuples . | we report results using four different types of word embeddings , glove , fasttext , elmo , to represent the input tuples . |
such effects have been widely applied in quantum system control and engineering , including quantum state preparation . | this effect has been discussed in a range of quantum systems , but not as yet in nmr . |
of the international conference on strangeness in hadronic matter , ed . | of the international symposium on strangeness and quark matter , ed . |
for the vlasov-poisson equation the characteristics corresponding to the splitting substeps can be determined analytically . | for the vlasov-poisson equation the characteristics corresponding to the splitting sub-steps can be determined analytically , . |
density functional theory calculations were performed using the vienna ab initio simulation package with projector-augmented wave potentials . | the density functional theory calculations were performed with the vienna ab-initio simulation package . |
let v q be the vertex operator algebra associated to the lattice q . | let v be a vertex operator algebra and g a finite automorphism group of v order t . |
the dotted line in the lower panel marks the center of mass velocity from circumstellar radio emission . | the dotted line marks the center of mass velocity from circumstellar radio emission . |
a recent seminal work by abboud et al shows that even an improvement by a sufficiently large polylogarithmic factor for these basic problems would lead to major consequences , such as faster sat algorithms , and new circuit lower bounds . | a recent seminal work by abboud et al shows that even an improvement by a sufficiently large polylogarithmic factor for any of these basic problems would lead to major consequences , such as faster sat algorithms , and new circuit lower bounds . |
for the shared encoder , we use the resnet-50 to produce rich and contextual features . | for e v , we use the 50-layer resnet to encode image to domain attribute-specific features of 2048 dimensions . |
the emcal consists of layers of tungsten with gaps sufficient for arrays of silicon diode detectors mounted on g10 mother boards . | the emcal is a pb-scintillator sampling emc . |
the attention network used an architecture inspired by the u-net . | the specularity removal network is a cnn with skip connections , inspired by u-net . |
however , we also found that quite often the lifetime of ds states is indeed relatively short because of the fast decays to wide sinks . | we also found that quite often the lifetime of ds states is indeed relatively short because of the fast decays to wide sinks . |
for real-valued image generation , the state-of-the-art techniques are generative adversarial networks . | some of the most successful models for generating images are generative adversarial networks . |
hence some standards are required by the user layer to enable user authentication to proprietary datasets and storage elements as well as interoperability amongst vo applications . | additional standards are required within the user layer to enable user authentication to proprietary datasets and storage elements as well as interoperability amongst vo applications . |
in addition , we utilize the extra annotated images from the segmentation boundaries dataset and obtain a set of total 10,582 training images . | following common practice on this dataset , we utilise additional images from the sbd dataset to obtain a training set of 10582 images . |
the density field is evaluated on a very fine grid using tsc interpolation from the particle positions . | the gridded density field is computed from the particles using the cloud-in-cell charge assignment scheme . |
our approach is different than that used in ref . | our approach is the same as that used in ref . |
most of them use virtually rendered scenes to obtain the ground truth data . | most of them use virtually rendered scenes to obtain the ground truth data . |
such a representation is called graphical calculus . | formally , the m -calculus is the extension of modal logic with the least fixpoint operator , m , and the greatest fixpoint operator , n . |
the set hom k is called the dual of a graded k-module p . | the k-module is the space of invariant sections of this k-line bundle . |
deep learning approaches have exhibited impressive performance in medical imaging applications in recent years . | deep learning has made remarkable advancements in medical image analysis for various tasks across a range of imaging modalities . |
this type of network has been successfully used in many image-to-image translation problems . | the recently proposed pix2pix model has shown high quality results in the image-to-image translation setting . |
a parallel approximation algorithm for the weighted maximum matching problem . | a simple approximation algorithm for the weighted matching problem . |
goyal et al proposed a direct data driven approach to social influence maximization . | recently , goyal et al propose a data-based approach to social influence maximization . |
convolutional neural networks have been used increasingly succesfully to solve challenging computer vision problems such as image classification , object detection , and human pose estimation . | in recent years , convolutional neural networks have become the de facto standard in many computer vision tasks , such as image classification and object detection . |
in the speels experiments the spectra are usually recorded at a fixed wave vector for two possible spin orientations of the incoming electron beam . | in the speels experiments the spectra are usually recorded for two possible spin orientations of the incoming electron beam . |
we refer the readers to for the detail of the layers . | we refer the readers to for the details of the model . |
in recent years , deep learning methods have shown great success with many computer vision tasks such as image classification . | recent advancements in computer vision and deep learning research have enabled enormous progress in many computer vision tasks , such as image classification . |
in this case , what is important is differences of eta-forms on double overlaps , and here one gets a gerbe . | in this case , what is important is differences of eta forms on double overlaps , and here one gets a gerbe . |
deep convolutional neural networks have led to major breakthroughs in many computer vision tasks . | especially , many approaches based on convolutional neural networks made significant advances in large-scale image classification . |
for denoising , we compare the performance of our fast epll to the original epll algorithm . | for grayscale image denoising we compare the performance of our non-local models with tnrd . |
in 1971 leon chua theorized a fourth fundamental passive circuit element , which he called a memristor . | leon chua theorized the existence of the memristor device in 1971 as the fourth basic circuit element . |
recently , impressive progress has been made by utilizing deep neural networks in this area . | recently , high-performing models based on deep convolutional neural networks have emerged . |
karg et al analyzed the human gait to reveal persons affective state , comparing inter-individual versus person dependent recognition . | karg et al examined gait information for person-dependent affect recognition using motion capture data of a single walking stride . |
the tangle is a complete measure of entanglement in two-qubit states and represents perhaps the most striking divergence from classical behavior . | the tangle is a linkage with only one local degree of freedom . |
the lagrangian is the basis of our control theory , since it allows the derivation of the equations to be fulfilled by the control field . | the lagrangian comprises degrees of freedom corresponding to the coset space symmetry transformations . |
the one-way model is a universal model of quantum computation introduced by briegel and russendorf that consists of performing a sequence of one-qubit measurements on an initial entangled quantum state . | measurement-based quantum computation or one-way quantum computation is a quantum computation model proposed by raussendorf and briegel . |
this tachyon is the tachyon of the bosonic open string theory , living on the world-volume of an unstable non-bps brane . | thus , the tachyon is the unique field of level 0 , the gauge field aµ is the unique field of level 1 , etc . |
more statistics on the usage of the scanned articles are described in overview . | in this section , usage statistics for the search software and for access patterns to the article service are reported . |
the homotopy category k ac of acyclic complexes of injective a-modules is called the stable derived category of a in . | by , such a completion is given by the homotopy category of injective r-modules . |
the ellipses denote operators that are suppressed by powers of µ . | ellipses denote 1 point 5σ confidence contours . |
we demonstrate the results for two-way cvqkd . | in this paper we define low-dimensional reconciliation for cvqkd . |
convolutional neural networks have achieved the state-of-the-art performance in many applications such as computer vision . | deep neural networks have been widely adopted in a variety of machine learning applications . |
every orbit is a homogeneous space , but in general these homogeneous spaces are not symmetric . | a 1-dimensional orbit is a projective line connecting two 0-dimensional orbits . |
the regularization methods in assume that the task relationships are given and then utilize this prior knowledge to learn the model parameters . | the methods in assume that the task relationships are given a priori and then utilize this prior knowledge to learn the model parameters . |
recently , cnns have been successfully applied to a variety of applications , including image classification . | cnns achieve a breakthrough in performance in a wide range of applications such as image classification . |
thus any invariant of the legendrian torus will be an invariant of the topological knot . | so the topological classification of knots is equivalent to the stable classification of legendrian knots . |
the genus of m is the minimal genus required for a splitting surface of m . | the genus g of m is then also called the genus of m . |
its lighter envelope is a projection of the volume filled by their comae . | the envelope is a direct consequence of significantly super-eddington accretion and disappears when the mass accretion rate decreases below the eddington value . |
in the case of a single collector node , the study of efficient transmission mechanisms is often referred to as reach-back channel problem . | in the case of one collector node , this problem is often referred to as reach-back channel problem . |
in the two-party setting , our implementation uses the justgarble library . | for our multi-party computation , we utilize the obliv-c framework . |
deep neural networks have transformed the machine learning field and are now widely used in many applications . | deep neural networks are increasingly used in a variety of applications , many of them with substantial safety and security concerns . |
we found that if the strength of impurity potential in one layer is different from that in the other layer , the tsc exhibits the asymmetrical feature with respect to the gate voltage . | we find that the difference between the strengthes of impurity potentials in the two layers gives rise to the asymmetrical feature of the tunneling spin current with respect to the gate voltage . |
however , such fixed points are borderline cases , sensitive to nonlinear terms . | however , degenerate nodes are borderline cases and are sensitive to nonlinear terms . |
a study by storey et al showed that ecosystems of floss projects are shaped through social and communication channels . | a study by storey et al showed that communities of floss projects are shaped through social and communication channels . |
in recent years , deep neural networks , especially convolutional neural networks , have demonstrated highly competitive results on object recognition and image classification . | recently , deep neural network has been successfully used to interpret complicated data sets and applied to tasks with pattern recognition , such as image recognition , speech recognition and natural language processing . |
for the numerical solution of we employ the primal-dual algorithm of . | the main idea is to incorporate a block decomposition of dual space into the primal-dual algorithm in . |
deep neural networks have produced state-ofthe-art results in applications such as computer vision . | deep learning techniques have achieved significant success in computer vision , speech recognition and natural language processing . |
this set of observations comprises the first detection of persistent quiescent and flaring emission from a bona-fide brown dwarf . | each set of observations consists of 6 images of the source lens field , allowing us to perform robust cosmic ray rejection and to determine very accurate centroids for each object . |
according to the spectral theorem for selfadjoint operators in hilbert spaces , this is indeed the case . | it is also clear that the spectral theorem for selfadjoint operators is valid not only in complex hilbert spaces but in real hilbert spaces as well . |