text stringlengths 27 153 | label stringlengths 27 153 | id int64 0 40k |
|---|---|---|
general deep we the neural focus this of work, on attention In in effect networks. | In this work, we focus on the effect of attention in general deep neural networks. | 37,500 |
Our channel along an separate pathways, map spatial. and infers attention module two | Our module infers an attention map along two separate pathways, channel and spatial. | 37,501 |
be and publicly The models code will available. | The code and models will be publicly available. | 37,502 |
less the angles. In uncontrolled results pattern it variations on addition, | In addition, it results less pattern variations on the uncontrolled angles. | 37,503 |
Training to segmentation network labeled a semantic amounts large of perform deep data. requires | Training a deep network to perform semantic segmentation requires large amounts of labeled data. | 37,504 |
network real on relatively performs trained a synthetic data poorly on Unfortunately, images. | Unfortunately, a network trained on synthetic data performs relatively poorly on real images. | 37,505 |
multi-script for in using architecture document end-to-end this retrieval paper. An proposed handwritten signatures is | An end-to-end architecture for multi-script document retrieval using handwritten signatures is proposed in this paper. | 37,506 |
In features second (i.e. stage, from the foreground the | In the second stage, features from the foreground (i.e. | 37,507 |
the (i.e. strokes) and background spatial information signature | signature strokes) and the background spatial information (i.e. | 37,508 |
the characterize to object with match signature combined to the were signature. query | were combined to characterize the signature object to match with the query signature. | 37,509 |
obtained. and results The promising proposed system documents was on were also tested noisy | The proposed system was also tested on noisy documents and promising results were obtained. | 37,510 |
the A comparative approaches. state-of-the-art study that outperforms shows method proposed the | A comparative study shows that the proposed method outperforms the state-of-the-art approaches. | 37,511 |
an Image where ill-posed are restoration role. the important problems plays regularization problems typical term | Image restoration problems are typical ill-posed problems where the regularization term plays an important role. | 37,512 |
interpolations convolution. transposed also of Further, we place in multiple have added | Further, we have also added multiple interpolations in place of transposed convolution. | 37,513 |
computationally obtained perceptually being very while The results efficient. in quality, are similar | The results obtained are perceptually similar in quality, while being computationally very efficient. | 37,514 |
propose colorization. first for exemplar-based the We learning local deep approach | We propose the first deep learning approach for exemplar-based local colorization. | 37,515 |
automatically the The picking by be reference can fully top simply suggestion. colorization performed | The colorization can be performed fully automatically by simply picking the top reference suggestion. | 37,516 |
user and Our through methods. study favorable comparisons the-state-of-the-art is to a quantitative approach validated | Our approach is validated through a user study and favorable quantitative comparisons to the-state-of-the-art methods. | 37,517 |
be Furthermore, extended naturally colorization. approach to our video can | Furthermore, our approach can be naturally extended to video colorization. | 37,518 |
and for models freely code available use. public Our be will | Our code and models will be freely available for public use. | 37,519 |
previous Compared is works, our based neural edge-aware. with consolidation network | Compared with previous neural network based works, our consolidation is edge-aware. | 37,520 |
relays. the Access and assumed the for sources is Multiple Division Time | Time Division Multiple Access is assumed for the sources and the relays. | 37,521 |
Sources the time in slots phase. transmit successively first for | Sources transmit successively in time slots for the first phase. | 37,522 |
limited The second slots phase for a of number time of consists retransmissions. | The second phase consists of a limited number of time slots for retransmissions. | 37,523 |
asymmetric conclusion scenarios. source for both valid same The and rate remains symmetric | The same conclusion remains valid for both symmetric and asymmetric source rate scenarios. | 37,524 |
processes (MDPs) planning Markov such problems. to models capture decision prominent are | Markov decision processes (MDPs) are prominent models to capture such planning problems. | 37,525 |
tradeoffs the discuss exploration and between We safety. sufficient of environment in ensuring progress | We discuss tradeoffs between sufficient progress in exploration of the environment and ensuring safety. | 37,526 |
scenario. selective to in classification poorly are attribute-based Existing classification zero-shot methods the work shown | Existing attribute-based zero-shot classification methods are shown to work poorly in the selective classification scenario. | 37,527 |
the under-complete human attribute the poor accounts for We defined vocabulary argue performance. | We argue the under-complete human defined attribute vocabulary accounts for the poor performance. | 37,528 |
is residual the learning and firstly the proposed jointly. by The attributes constructed classifier defined | The proposed classifier is constructed by firstly learning the defined and the residual attributes jointly. | 37,529 |
defined Then predictions subspace the are the of within attributes. conducted the | Then the predictions are conducted within the subspace of the defined attributes. | 37,530 |
measured the confidence and defined by prediction both Finally, attributes. the residual the is | Finally, the prediction confidence is measured by both the defined and the residual attributes. | 37,531 |
is to be time-consuming medical a task by performed experts. However,it | However,it is a time-consuming task to be performed by medical experts. | 37,532 |
So, automatic are methods reliable required. segmentation and | So, automatic and reliable segmentation methods are required. | 37,533 |
clinical. performs can proposed fast and be The used in method | The proposed method performs fast and can be used in clinical. | 37,534 |
mechanism for enhance recognition. novel a Networks to Convolutional Neural propose fine-grained attention We | We propose a novel attention mechanism to enhance Convolutional Neural Networks for fine-grained recognition. | 37,535 |
and analysis. and Object satellite fundamental challenging is a image detection problem in aerial | Object detection is a fundamental and challenging problem in aerial and satellite image analysis. | 37,536 |
satisfy dense scenes. boxes in can These candidate sparse and tasks detection | These candidate boxes can satisfy detection tasks in sparse and dense scenes. | 37,537 |
to Experimental superiority results the state-of-the-art. of demonstrate the the framework proposed | Experimental results demonstrate the superiority of the proposed framework to the state-of-the-art. | 37,538 |
independently. re-id classical However, per-camera lists generate approaches | However, classical re-id approaches generate per-camera lists independently. | 37,539 |
sequential multi-camera propose a shortcoming, novel re-id we To this approach. address | To address this shortcoming, we propose a novel sequential multi-camera re-id approach. | 37,540 |
custom-designed query improve to incrementally We formulate an procedure optimization representation. | We formulate an optimization procedure custom-designed to incrementally improve query representation. | 37,541 |
a we conduct subject-based comparative human operator Additionally, study of performance. | Additionally, we conduct a comparative subject-based study of human operator performance. | 37,542 |
implementation as of this sort. As publicly know this is far the we first available | As far as we know this is the first publicly available implementation of this sort. | 37,543 |
max/min novel this In a for a we work, shift-register-based architecture stochastic propose function. | In this work, we propose a novel shift-register-based architecture for a stochastic max/min function. | 37,544 |
logo, embroidery) texture, that clothes. original depict the | texture, logo, embroidery) that depict the original clothes. | 37,545 |
is namely, proposed. address Feature) a skeletonbased these To representation, tasks, (Skeleton Pose-Motion SPMF | To address these tasks, a skeletonbased representation, namely, SPMF (Skeleton Pose-Motion Feature) is proposed. | 37,546 |
represent effectively to complex Therefore, able they actions. are | Therefore, they are able to effectively represent complex actions. | 37,547 |
requiring results that computation. indicated less method state-of-the-art methods proposed surpasses Experimental whilst the | Experimental results indicated that the proposed method surpasses state-of-the-art methods whilst requiring less computation. | 37,548 |
theoretical and suggest models for both directions experimental inquiry. Peptide/IMT | Peptide/IMT models suggest directions for both theoretical and experimental inquiry. | 37,549 |
proposed shortcomings with networks capsule of deal to Neural were Networks Convolutional Recently, (ConvNets). | Recently, capsule networks were proposed to deal with shortcomings of Convolutional Neural Networks (ConvNets). | 37,550 |
Power from gain angle-steering-based then beamforming CSI analyzed. tracked is using | Power gain from angle-steering-based beamforming using tracked CSI is then analyzed. | 37,551 |
in intra-cluster spreads. under provides a beam-width different design study angle-steering The angular guideline theoretical | The theoretical study provides a design guideline beam-width in angle-steering under different intra-cluster angular spreads. | 37,552 |
improvements. many have made, been is advancements While room there for continued | While many advancements have been made, there is room for continued improvements. | 37,553 |
DIR for its Yet usefulness not was assessed. | Yet its usefulness for DIR was not assessed. | 37,554 |
two differentiate changes, that (e.g. populations the We which geometric show | We show that geometric changes, which differentiate the two populations (e.g. | 37,555 |
synthesized readily as well. vs. inhale are exhale), | inhale vs. exhale), are readily synthesized as well. | 37,556 |
In radio recent years, as spectrum. cognitive introduced efficient of for use a tool network | In recent years, cognitive radio network introduced as a tool for efficient use of spectrum. | 37,557 |
with primary must users Secondary that users are unauthorized from interferences transmission. avoid ones | Secondary users are unauthorized ones that must avoid from interferences with primary users transmission. | 37,558 |
The structured for hierarchically has tractable importance of been planning representations long acknowledged. | The importance of hierarchically structured representations for tractable planning has long been acknowledged. | 37,559 |
(MRF) Resonance exception. is Fingerprinting an Magnetic not | Magnetic Resonance Fingerprinting (MRF) is not an exception. | 37,560 |
The are existing addressing neither methods nor accurate. PVE scalable | The existing methods addressing PVE are neither scalable nor accurate. | 37,561 |
methods. that PVE, with algorithm outperforms We show, synthetic simulations on through data state-of-the-art our | We show, through simulations on synthetic data with PVE, that our algorithm outperforms state-of-the-art methods. | 37,562 |
and approach in phantom Our on datasets. EUROSPIN vivo is validated the on | Our approach is validated on the EUROSPIN phantom and on in vivo datasets. | 37,563 |
image and This a system text proposes on cross-modal leverages that retrieval paper encoding. | This paper proposes a cross-modal retrieval system that leverages on image and text encoding. | 37,564 |
modalities. can We encodings between that capture semantic show multiple relationships text | We show that text encodings can capture semantic relationships between multiple modalities. | 37,565 |
a removal inpainting. new for and introduce system content image automatic We | We introduce a new system for automatic image content removal and inpainting. | 37,566 |
and a single performed inpainting jointly in are pass. Region segmentation | Region segmentation and inpainting are performed jointly in a single pass. | 37,567 |
more this segmentation module. are inpainting by In way, errors alleviated naturally the potential | In this way, potential segmentation errors are more naturally alleviated by the inpainting module. | 37,568 |
GAN is trained model using The a whole strategy. conditional | The whole model is trained using a conditional GAN strategy. | 37,569 |
simulation illustrate greedy formulation studies proposed of extensive efficacy and algorithm. the the the Our | Our extensive simulation studies illustrate the efficacy of the proposed formulation and the greedy algorithm. | 37,570 |
two-level is proposed. motion A optimization node | A two-level node motion optimization is proposed. | 37,571 |
frame Time-aware a problem video video a fundamental is encoding of in understanding. in sequences | Time-aware encoding of frame sequences in a video is a fundamental problem in video understanding. | 37,572 |
aim video To this we evaluate explicitly. lacuna, fill time to | To fill this lacuna, we aim to evaluate video time explicitly. | 37,573 |
task associated on Based to the a we quantify formulate each able property. | Based on each we formulate a task able to quantify the associated property. | 37,574 |
These in properties domain. are common medical | These properties are common in medical domain. | 37,575 |
multiple of consider classes. most However, don't relationship them between | However, most of them don't consider relationship between multiple classes. | 37,576 |
network designed fine-grained MSML. concept classification have on architecture based that deep incorporates Moreover, we | Moreover, we have designed deep network architecture based on fine-grained classification concept that incorporates MSML. | 37,577 |
two accuracy The and stereo of are speed. factors important vision | The two important factors of stereo vision are accuracy and speed. | 37,578 |
promote species. can On the hand, other chaos coexistence of | On the other hand, chaos can promote coexistence of species. | 37,579 |
we this higher in biodiversity. Moreover that results a confirm | Moreover we confirm that this results in a higher biodiversity. | 37,580 |
structural out. analysis relatively classification, regions exhaustive For and carried of contours is a | For classification, a relatively exhaustive structural analysis of contours and regions is carried out. | 37,581 |
of algorithms at the expense cost. accuracy learning computation significant Deep classification achieve high | Deep learning algorithms achieve high classification accuracy at the expense of significant computation cost. | 37,582 |
heart define disease. causes in and of well-established the the cardiovascular Alterations of function geometry | Alterations in the geometry and function of the heart define well-established causes of cardiovascular disease. | 37,583 |
phenotypes. and factors limit structural the sensitivity complex in quantifying functional Both | Both factors limit the sensitivity in quantifying complex structural and functional phenotypes. | 37,584 |
its time we paper, first for the for this In SAR tomography. demonstrate potential | In this paper, we demonstrate for the first time its potential for SAR tomography. | 37,585 |
set. richer data used is Image a to get enhancement | Image enhancement is used to get a richer data set. | 37,586 |
and the achieves joint testing is good test, used In model results. for the | In the test, the model is used for joint testing and achieves good results. | 37,587 |
aleatoric our combine proposed compare with We and uncertainty uncertainty. model | We compare and combine our proposed aleatoric uncertainty with model uncertainty. | 37,588 |
their image unsatisfactory. is quality However, still | However, their image quality is still unsatisfactory. | 37,589 |
the same proposed outperforms recent quantitative the algorithms addressing and qualitative For algorithm evaluations, problem. | For qualitative and quantitative evaluations, the proposed algorithm outperforms recent algorithms addressing the same problem. | 37,590 |
However, in be itself cue. important an location can | However, location in itself can be an important cue. | 37,591 |
for We adding location approaches information. test two | We test two approaches for adding location information. | 37,592 |
experiments perform with We location. indirect encode ways direct both to and | We perform experiments with both direct and indirect ways to encode location. | 37,593 |
array from Our digital greatly shows multi-user analysis benefits multiplexing. | Our analysis shows digital array benefits greatly from multi-user multiplexing. | 37,594 |
knowledge data detection. from transferring) sensor and low-resolution target enhancing | transferring) knowledge from sensor data and enhancing low-resolution target detection. | 37,595 |
and approaches that performance models. better demonstrate recent achieves we traditional teacher-student Moreover, than it | Moreover, we demonstrate that it achieves better performance than traditional approaches and recent teacher-student models. | 37,596 |
encoder-decoder built structure. segmentation an mainly architectures upon are Semantic | Semantic segmentation architectures are mainly built upon an encoder-decoder structure. | 37,597 |
downsampling perform the operations models in encoder. These subsequent | These models perform subsequent downsampling operations in the encoder. | 37,598 |
commonly ordered diagnostic cost-effective physicians. tests the by Chest imaging Background: X-rays are performed, most | Background: Chest X-rays are the most commonly performed, cost-effective diagnostic imaging tests ordered by physicians. | 37,599 |
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