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(HTD). new method, proposes a This named paper hyperbolic-tangent decay scheduling
This paper proposes a new scheduling method, named hyperbolic-tangent decay (HTD).
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modulation. secure for work, linear this investigate precoding In we spatial
In this work, we investigate linear precoding for secure spatial modulation.
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to optimum. but method much local The usually GD-based complexity converges a lower has
The GD-based method has much lower complexity but usually converges to a local optimum.
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secrecy even design Our achieves than SCA-based design. rate the existing higher a GD-based
Our SCA-based design even achieves a higher secrecy rate than the existing GD-based design.
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the a book" humans recognize How do action "opening ?
How do humans recognize the action "opening a book" ?
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this Graph We representation Convolutional perform graph Networks. on reasoning via
We perform reasoning on this graph representation via Graph Convolutional Networks.
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Something-Something state-of-the-art results Charades datasets. on achieve We both and
We achieve state-of-the-art results on both Charades and Something-Something datasets.
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International become the biomedical standard challenges validation analysis image for methods. have of
International challenges have become the standard for validation of biomedical image analysis methods.
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Humans knowledge novel generalize, applying situations prior readily stimuli. to and
Humans readily generalize, applying prior knowledge to novel situations and stimuli.
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for have a unified representation to acting planning. and
to have a unified representation for acting and planning.
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past or work remained informal However, has subject on implementation-focused. the
However, past work on the subject has remained informal or implementation-focused.
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its the properties of planning. HTN We HTN relation to and acting study also
We also study the properties of HTN acting and its relation to HTN planning.
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hand, approaches, scalable and algorithms. on Model-based other the models require
Model-based approaches, on the other hand, require models and scalable algorithms.
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Convolution execution of time Neural Convolutional overall (CNNs). Networks the operations dominate
Convolution operations dominate the overall execution time of Convolutional Neural Networks (CNNs).
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by The and operations and are Easy Convolution Random convolution Pooling conventional pooling (ECP). replaced
The conventional convolution and pooling operations are replaced by Easy Convolution and Random Pooling (ECP).
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computations a the needed. As quarter of result, are a convolution conventional only
As a result, only a quarter of the conventional convolution computations are needed.
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a detection crucial It early of is where disease is importance.
It is a disease where early detection is of crucial importance.
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Colonoscopy precancerous early is used of for pathology. commonly detection cancer and
Colonoscopy is commonly used for early detection of cancer and precancerous pathology.
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are along encoders specific the encoder trained learning with Each of rate the decoder.
Each of the encoders are trained with encoder specific learning rate along the decoder.
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technique system. makes implement easy our localized In a measurement millimeter-precision a to situation, it
In a localized situation, our technique makes it easy to implement a millimeter-precision measurement system.
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image (SISR). achieved have success remarkable in networks single super-resolution neural Deep
Deep neural networks have achieved remarkable success in single image super-resolution (SISR).
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training joint importance problem. into Specifically, and network a optimization formulate learning the the we
Specifically, we formulate the network training and the importance learning into a joint optimization problem.
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treatment identifies Under average heterogeneity, effect an instrument-specific the effect local treatment (LATE). instrument
Under treatment effect heterogeneity, an instrument identifies the instrument-specific local average treatment effect (LATE).
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a Graph-based machine role key in representations play learning.
Graph-based representations play a key role in machine learning.
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to process convolution systems Deep extensively data. input operations use learning
Deep learning systems extensively use convolution operations to process input data.
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techniques have for to convolutions developed conditions. restricted approximations Previous
Previous techniques have developed approximations to convolutions for restricted conditions.
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applicability be their Unfortunately, general and is used limited clouds. cannot point for
Unfortunately, their applicability is limited and cannot be used for general point clouds.
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segmentation. a for propose novel vessel We system deep-learning-based
We propose a novel deep-learning-based system for vessel segmentation.
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as They reduced flexibility. benefits such crew costs, promise increased and safety increased
They promise benefits such as reduced crew costs, increased safety and increased flexibility.
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resulting We framework call the G\"odel design machine.
We call the resulting framework design G\"odel machine.
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solve novel problems machine by Such design could a a concepts. of generating variety
Such a machine could solve a variety of design problems by generating novel concepts.
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it the are way change itself. addition, could generated In these by modifying concepts
In addition, it could change the way these concepts are generated by modifying itself.
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new perceptual opinion. human is with PieAPP, The our metric, error estimated by well-correlated
The perceptual error estimated by our new metric, PieAPP, is well-correlated with human opinion.
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vital importance analysis retinopathy. Automatic tasks of is blood retinal of images diagnosis of in
Automatic analysis of retinal blood images is of vital importance in diagnosis tasks of retinopathy.
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a step is vessels Segmenting retinal fundamental images. analysing accurately in
Segmenting vessels accurately is a fundamental step in analysing retinal images.
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to U-net We connection detect utilize vessels. with residual
We utilize U-net with residual connection to detect vessels.
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large is deep For required. a our training dataset network,
For training our deep network, a large dataset is required.
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highlights learning-based A proposed thorough classic approach. robustness the techniques comparison of the with and
A thorough comparison with classic and learning-based techniques highlights the robustness of the proposed approach.
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to time. off it solution is necessary inference, against accuracy In often trade approximate
In approximate inference, it is often necessary to trade off accuracy against solution time.
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settings algorithm to find trade-off The optimal algorithm. run-time pre-processing for performs extended the
The trade-off algorithm performs pre-processing to find optimal run-time settings for the extended algorithm.
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task. a cluttered and crowded a every person's in environment action is challenging Recognizing
Recognizing every person's action in a crowded and cluttered environment is a challenging task.
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this solve novel In methods we paper, propose this problem. to
In this paper, we propose novel methods to solve this problem.
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accurate. that fast, proposed show the is reliable results experimental The and method
The experimental results show that the proposed method is fast, reliable and accurate.
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word task. is descriptions Generating from images challenging a
Generating images from word descriptions is a challenging task.
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of generate adversarial shown are be able realistic to Generative real-life objects. networks(GANs) images to
Generative adversarial networks(GANs) are shown to be able to generate realistic images of real-life objects.
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demonstrate approaches. results that other the produces our better proposed We model state-of-art surpassing
We demonstrate that our proposed model produces the better results surpassing other state-of-art approaches.
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a in parsing Face image basic is task analysis. face
Face parsing is a basic task in face image analysis.
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eyes such as amounts labeling pixel facial each to It and appropriate nose. with parts
It amounts to labeling each pixel with appropriate facial parts such as eyes and nose.
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scales. different (CNNs) input consists taking neural of networks convolutional It multiple in
It consists of multiple convolutional neural networks (CNNs) taking input in different scales.
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two-stage is parsing A for stages pipeline proposed use and iCNN. face both
A two-stage pipeline is proposed for face parsing and both stages use iCNN.
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have obtained dataset the state-of-the-art On results methods. better a benchmark we than
On a benchmark dataset we have obtained better results than the state-of-the-art methods.
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data imaging step nonlinear effective toward Finally, harmonisation. normalisation intensity that is validate we a
Finally, we validate that nonlinear intensity normalisation is a step toward effective imaging data harmonisation.
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and validated real method synthetic using is images. vascular The
The method is validated using synthetic and real vascular images.
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and a tree), report recall. the we precision accuracy, and extraction
a tree), and we report the extraction accuracy, precision and recall.
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method representation a such representation. a using requires and reasoning formal a PSAW
PSAW requires a formal representation and a reasoning method using such a representation.
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MEBN developed. algorithms efficient been for reasoning Also, have
Also, efficient reasoning algorithms for MEBN have been developed.
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detection. object accurately This of formulation to while the hemorrhages us localize complexity bypassing allows
This formulation allows us to accurately localize hemorrhages while bypassing the complexity of object detection.
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also may medical segmentation apply These tasks. to other findings
These findings may also apply to other medical segmentation tasks.
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learning train. to data of for huge those is the key requirements processes One
One of the key requirements for those learning processes is huge data to train.
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pancreas variations. methods such failed with segmentation deal Previous to
Previous pancreas segmentation methods failed to deal with such variations.
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novel that automated fully segmentation. and We method segmentation propose localization pancreas a contains
We propose a fully automated pancreas segmentation method that contains novel localization and segmentation.
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include surrounding both global pancreas the organ and information. The features
The global features include both the pancreas and surrounding organ information.
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is After localization, pancreas segmentation probabilistic patient-specific atlas-based a performed.
After localization, a patient-specific probabilistic atlas-based pancreas segmentation is performed.
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dataset IvS million We face conduct LBL more with a on identities. than two
We conduct LBL on a IvS face dataset with more than two million identities.
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and behaviors information different Petri interesting very Nets for studying tool of systems. simulating is
Petri Nets is very interesting tool for studying and simulating different behaviors of information systems.
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these Image techniques solve retrieval to have problems. potential great
Image retrieval techniques have great potential to solve these problems.
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of It images. firearm and can be retrieval for used fine-grained recognition both
It can be used for both fine-grained recognition and retrieval of firearm images.
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by deal margin the We propose to double a unbalanced loss with loss. contrastive employing
We propose to deal with the unbalanced loss by employing a double margin contrastive loss.
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among the of methods. one standards most used compression lossy commonly is JPEG image
JPEG is one of the most commonly used standards among lossy image compression methods.
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new removal. that the artifact state-of-the-art for DMCNN of show task JPEG a sets Experiments
Experiments show that DMCNN sets a new state-of-the-art for the task of JPEG artifact removal.
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to deformations tracking during However, occurred observed large were colonoscope errors insertions. colon due
However, large tracking errors were observed due to colon deformations occurred during colonoscope insertions.
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estimation colon a deformation propose method. We
We propose a colon deformation estimation method.
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deformed used colon a is from estimate a This shape colonoscope method shape. to
This method is used to estimate a deformed colon shape from a colonoscope shape.
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use deformed shape. to colon the We forests a estimate regression algorithm
We use the regression forests algorithm to estimate a deformed colon shape.
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As a the utilized preliminary colon estimate method a phantom. of study, to we deformations
As a preliminary study, we utilized the method to estimate deformations of a colon phantom.
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shapes. method estimated experiments, In deformed colon the proposed correctly phantom our
In our experiments, the proposed method correctly estimated deformed colon phantom shapes.
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examples object variability. well for With standard large class, train each inter-class of datasets
With large examples of each object class, standard datasets train well for inter-class variability.
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available ratio altitude (SINR). All DSCs improve signal-to-interference-plus-noise adjust their the to
All DSCs adjust their altitude to improve the available signal-to-interference-plus-noise ratio (SINR).
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optimal The distribution field controls mean the illustrate corresponding DSCs. power of and simulations
The simulations illustrate the optimal power controls and corresponding mean field distribution of DSCs.
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a automating practice. improving very surgical step towards evaluation skills important Thus, is surgical
Thus, automating surgical skills evaluation is a very important step towards improving surgical practice.
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recognizing great challenging. techniques, face recognition under remains Despite unconstrained persons success settings the of
Despite the great success of face recognition techniques, recognizing persons under unconstrained settings remains challenging.
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and substantial occlusions unfavorable difficulties. cause lighting, like views, profile Issues can
Issues like profile views, unfavorable lighting, and occlusions can cause substantial difficulties.
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have e.g. this exploiting problem works Previous by tackle to context, the attempted
Previous works have attempted to tackle this problem by exploiting the context, e.g.
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combines skill-sets, differentiable. from forgetting, previous suffer does model and effectively Our not is fully
Our model effectively combines previous skill-sets, does not suffer from forgetting, and is fully differentiable.
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models approach presents learning This vehicles. novel autonomous for a for self-awareness paper
This paper presents a novel approach for learning self-awareness models for autonomous vehicles.
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as modalities. used case, perception the localization are presented In visual and
In the presented case, visual perception and localization are used as modalities.
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the a is make, task model, year Fine-grained vehicle vehicle. and of classifying of classification
Fine-grained vehicle classification is the task of classifying make, model, and year of a vehicle.
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case. of method proposed the show for Simulation optimality results a two-user the
Simulation results show the optimality of the proposed method for a two-user case.
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propose Bayesian a fields recursive RSS and time-varying method to crowdsourcing. by estimate We
We propose to estimate time-varying RSS fields by a recursive Bayesian method and crowdsourcing.
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parameters. present of also the estimated Cram\'er-Rao We Bayesian the (BCRB) bound
We also present the Bayesian Cram\'er-Rao bound (BCRB) of the estimated parameters.
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results experimental the synthetic we our on method of data Finally, illustrate with performance sets.
Finally, we illustrate the performance of our method with experimental results on synthetic data sets.
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With there is the security. of interchange growing increase a of data, in necessity
With the increase in interchange of data, there is a growing necessity of security.
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forms Copy technique widespread possible, Forgery CMF. Move one Among many is the of tampering
Among the many forms of tampering possible, one widespread technique is Copy Move Forgery CMF.
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effectiveness demonstrate and quantitative The results obtained of qualitative the algorithm. this
The qualitative and quantitative results obtained demonstrate the effectiveness of this algorithm.
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Navigating find target and is operator-dependent. anatomy through to required view tedious the plane
Navigating through target anatomy to find the required view plane is tedious and operator-dependent.
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proposed that on Experiments videos. show state-of-the-art benchmark trackers tracker our outperforms various
Experiments show that our proposed tracker outperforms state-of-the-art trackers on various benchmark videos.
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different real The environments conditions. in can proposed of method perform
The proposed method can perform in real environments of different conditions.
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approximation the the scheme Here, Euler-Maruyama standard is technique.
Here, the Euler-Maruyama scheme is the standard approximation technique.
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is computationally However, the MCMC method expensive.
However, the MCMC method is computationally expensive.
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remain and benefit it, the but accelerate higher-order unclear. specific implementation Using may approximations
Using higher-order approximations may accelerate it, but the specific implementation and benefit remain unclear.
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