IEEE Trans Image Process - Image decomposition with multilabel context: algorithms and applications.

Tópicos

{ imag(1057) registr(996) error(939) }
{ problem(2511) optim(1539) algorithm(950) }
{ learn(2355) train(1041) set(1003) }
{ method(1557) propos(1049) approach(1037) }
{ perform(999) metric(946) measur(919) }
{ data(3008) multipl(1320) sourc(1022) }
{ structur(1116) can(940) graph(676) }
{ method(2212) result(1239) propos(1039) }
{ inform(2794) health(2639) internet(1427) }
{ studi(2440) review(1878) systemat(933) }
{ framework(1458) process(801) describ(734) }
{ general(901) number(790) one(736) }
{ spatial(1525) area(1432) region(1030) }
{ intervent(3218) particip(2042) group(1664) }
{ method(1219) similar(1157) match(930) }
{ imag(2675) segment(2577) method(1081) }
{ motion(1329) object(1292) video(1091) }
{ extract(1171) text(1153) clinic(932) }
{ featur(1941) imag(1645) propos(1176) }
{ risk(3053) factor(974) diseas(938) }
{ visual(1396) interact(850) tool(830) }
{ group(2977) signific(1463) compar(1072) }
{ can(981) present(881) function(850) }
{ use(976) code(926) identifi(902) }
{ use(1733) differ(960) four(931) }
{ survey(1388) particip(1329) question(1065) }
{ estim(2440) model(1874) function(577) }
{ detect(2391) sensit(1101) algorithm(908) }
{ model(3404) distribut(989) bayesian(671) }
{ can(774) often(719) complex(702) }
{ imag(1947) propos(1133) code(1026) }
{ data(1737) use(1416) pattern(1282) }
{ system(1976) rule(880) can(841) }
{ measur(2081) correl(1212) valu(896) }
{ bind(1733) structur(1185) ligand(1036) }
{ sequenc(1873) structur(1644) protein(1328) }
{ featur(3375) classif(2383) classifi(1994) }
{ imag(2830) propos(1344) filter(1198) }
{ network(2748) neural(1063) input(814) }
{ patient(2315) diseas(1263) diabet(1191) }
{ take(945) account(800) differ(722) }
{ assess(1506) score(1403) qualiti(1306) }
{ treatment(1704) effect(941) patient(846) }
{ surgeri(1148) surgic(1085) robot(1054) }
{ error(1145) method(1030) estim(1020) }
{ chang(1828) time(1643) increas(1301) }
{ concept(1167) ontolog(924) domain(897) }
{ clinic(1479) use(1117) guidelin(835) }
{ algorithm(1844) comput(1787) effici(935) }
{ data(1714) softwar(1251) tool(1186) }
{ design(1359) user(1324) use(1319) }
{ control(1307) perform(991) simul(935) }
{ model(2220) cell(1177) simul(1124) }
{ care(1570) inform(1187) nurs(1089) }
{ method(984) reconstruct(947) comput(926) }
{ search(2224) databas(1162) retriev(909) }
{ case(1353) use(1143) diagnosi(1136) }
{ howev(809) still(633) remain(590) }
{ data(3963) clinic(1234) research(1004) }
{ studi(1410) differ(1259) use(1210) }
{ research(1085) discuss(1038) issu(1018) }
{ system(1050) medic(1026) inform(1018) }
{ import(1318) role(1303) understand(862) }
{ model(2341) predict(2261) use(1141) }
{ compound(1573) activ(1297) structur(1058) }
{ perform(1367) use(1326) method(1137) }
{ studi(1119) effect(1106) posit(819) }
{ blood(1257) pressur(1144) flow(957) }
{ record(1888) medic(1808) patient(1693) }
{ health(3367) inform(1360) care(1135) }
{ model(3480) simul(1196) paramet(876) }
{ monitor(1329) mobil(1314) devic(1160) }
{ ehr(2073) health(1662) electron(1139) }
{ state(1844) use(1261) util(961) }
{ research(1218) medic(880) student(794) }
{ patient(2837) hospit(1953) medic(668) }
{ model(2656) set(1616) predict(1553) }
{ data(2317) use(1299) case(1017) }
{ age(1611) year(1155) adult(843) }
{ medic(1828) order(1363) alert(1069) }
{ signal(2180) analysi(812) frequenc(800) }
{ cost(1906) reduc(1198) effect(832) }
{ sampl(1606) size(1419) use(1276) }
{ gene(2352) biolog(1181) express(1162) }
{ first(2504) two(1366) second(1323) }
{ activ(1138) subject(705) human(624) }
{ time(1939) patient(1703) rate(768) }
{ patient(1821) servic(1111) care(1106) }
{ use(2086) technolog(871) perceiv(783) }
{ analysi(2126) use(1163) compon(1037) }
{ health(1844) social(1437) communiti(874) }
{ high(1669) rate(1365) level(1280) }
{ cancer(2502) breast(956) screen(824) }
{ drug(1928) target(777) effect(648) }
{ result(1111) use(1088) new(759) }
{ implement(1333) system(1263) develop(1122) }
{ decis(3086) make(1611) patient(1517) }
{ process(1125) use(805) approach(778) }
{ activ(1452) weight(1219) physic(1104) }
{ method(1969) cluster(1462) data(1082) }

Resumo

Most research on image decomposition, e.g., image segmentation and image parsing, has predominantly focused on the low-level visual clues within a single image and neglected the contextual information across images. In this paper, we present a new perspective to image decomposition piloted by the multilabel context associated with each individual image. Observing that the contextual information (i.e., local label representations of the same label are similar while those from different labels are dissimilar) exists across images, we propose to perform image decomposition in a collective way and obtain an optimal representation for each label from a set of multilabeled images. We formulate the problem as an optimization problem which maximizes inter-label difference while minimizing the intra-label difference of the target label representations and propose two ways to solve this problem. Such a contextual image decomposition has a wide variety of applications, among which two exemplary ones-multilabel image annotation and label ranking, are presented and evaluated with different classification techniques. Extensive experiments on two benchmark datasets demonstrate promising results.

Resumo Limpo

research imag decomposit eg imag segment imag pars predomin focus lowlevel visual clue within singl imag neglect contextu inform across imag paper present new perspect imag decomposit pilot multilabel context associ individu imag observ contextu inform ie local label represent label similar differ label dissimilar exist across imag propos perform imag decomposit collect way obtain optim represent label set multilabel imag formul problem optim problem maxim interlabel differ minim intralabel differ target label represent propos two way solv problem contextu imag decomposit wide varieti applic among two exemplari onesmultilabel imag annot label rank present evalu differ classif techniqu extens experi two benchmark dataset demonstr promis result

Resumos Similares

IEEE Trans Image Process - Fast image recovery using variable splitting and constrained optimization. ( 0,715977869291837 )
IEEE Trans Image Process - An augmented Lagrangian approach to the constrained optimization formulation of imaging inverse problems. ( 0,700371579611741 )
IEEE Trans Neural Netw Learn Syst - On recursive edit distance kernels with application to time series classification. ( 0,695198087815319 )
IEEE Trans Image Process - Fast transforms for acoustic imaging--part I: theory. ( 0,688746641008272 )
IEEE Trans Pattern Anal Mach Intell - Half-quadratic based Iterative Minimization for Robust Sparse Representation. ( 0,687876589830207 )
Methods Inf Med - Regularization in deformable registration of biomedical images based on divergence and curl operators. ( 0,681353413186051 )
IEEE Trans Image Process - Multiview deblurring for 3-D images from light-sheet-based fluorescence microscopy. ( 0,675153587898801 )
IEEE Trans Image Process - Filtering in the diffeomorphism group and the registration of point sets. ( 0,671718006001182 )
IEEE Trans Image Process - Visual classification with multitask joint sparse representation. ( 0,670526109546154 )
IEEE Trans Pattern Anal Mach Intell - Robust Point Set Registration Using Gaussian Mixture Models. ( 0,66735314731927 )
Neural Comput - Information-theoretic semi-supervised metric learning via entropy regularization. ( 0,664210181261111 )
IEEE Trans Image Process - An alternating minimization algorithm for binary image restoration. ( 0,658299733851049 )
Neural Comput - Guaranteed classification via regularized similarity learning. ( 0,655875322955655 )
Comput Biol Chem - A hyper-heuristic for the Longest Common Subsequence problem. ( 0,65476240897437 )
IEEE Trans Pattern Anal Mach Intell - Exhaustive Linearization for Robust Camera Pose and Focal Length Estimation. ( 0,651767693091216 )
IEEE Trans Pattern Anal Mach Intell - Constrained Nonnegative Matrix Factorization for Image Representation. ( 0,649492721371704 )
IEEE Trans Image Process - Depth sensation enhancement using the just noticeable depth difference. ( 0,647569485869116 )
IEEE Comput Graph Appl - A Tool-Free Calibration Method for Turntable-based 3D Scanning Systems. ( 0,647291989627793 )
Comput Methods Programs Biomed - Simultaneous attenuation and scatter corrections from the projections in small animal PET imaging. ( 0,64189624114961 )
IEEE Trans Image Process - A multiplicative iterative algorithm for box-constrained penalized likelihood image restoration. ( 0,63853345292754 )
IEEE Trans Image Process - Improved image recovery from compressed data contaminated with impulsive noise. ( 0,636223934656927 )
Int J Comput Assist Radiol Surg - Brain-shift compensation by non-rigid registration of intra-operative ultrasound images with preoperative MR images based on residual complexity. ( 0,635906709231622 )
IEEE Trans Neural Netw Learn Syst - Learning With Mixed Hard/Soft Pointwise Constraints. ( 0,635579686476952 )
IEEE Trans Image Process - Inductive robust principal component analysis. ( 0,635366838752945 )
IEEE Trans Image Process - Nonlocal regularization of inverse problems: a unified variational framework. ( 0,634019398425084 )
IEEE Trans Image Process - Simultaneous segmentation and multiresolution nonrigid atlas registration. ( 0,63379060351116 )
Int J Comput Assist Radiol Surg - Fast rigid registration of pre-operative magnetic resonance images to intra-operative ultrasound for neurosurgery based on high confidence gradient orientations. ( 0,632650114690394 )
Int J Comput Assist Radiol Surg - Acetabular orientation: anatomical and functional measurement. ( 0,632057735436877 )
IEEE Trans Image Process - Fast nonconvex nonsmooth minimization methods for image restoration and reconstruction. ( 0,629252850295295 )
Comput. Biol. Med. - Reconstruction of sparse-view X-ray computed tomography using adaptive iterative algorithms. ( 0,627349056109548 )
Methods Inf Med - Lung registration using automatically detected landmarks. ( 0,626581965064794 )
IEEE Trans Neural Netw Learn Syst - Sparse multivariate gaussian mixture regression. ( 0,62210536085506 )
IEEE Trans Pattern Anal Mach Intell - Automatic Generation of Co-Embeddings from Relational Data with Adaptive Shaping. ( 0,621877480005087 )
IEEE Trans Image Process - An alternating direction algorithm for total variation reconstruction of distributed parameters. ( 0,62135823213453 )
IEEE Trans Pattern Anal Mach Intell - Learning with Augmented Features for Supervised and Semi-supervised Heterogeneous Domain Adaptation. ( 0,617398707600863 )
IEEE Trans Pattern Anal Mach Intell - Nonnegative Matrix Factorization with Earth Mover's Distance Metric for Image Analysis. ( 0,616278789389044 )
IEEE Trans Image Process - Integrating segmentation information for improved MRF-based elastic image registration. ( 0,615339483022035 )
Med Biol Eng Comput - A hybrid strategy to integrate surface-based and mutual-information-based methods for co-registering brain SPECT and MR images. ( 0,612621363698573 )
Int J Comput Assist Radiol Surg - Computer assisted determination of acetabular cup orientation using 2D-3D image registration. ( 0,612275045457438 )
Neural Comput - A proof of convergence of the concave-convex procedure using Zangwill's theory. ( 0,611441620947753 )
IEEE Trans Image Process - Manifold regularized discriminative nonnegative matrix factorization with fast gradient descent. ( 0,611370803949432 )
Int J Comput Assist Radiol Surg - Quantitative evaluation for accumulative calibration error and video-CT registration errors in electromagnetic-tracked endoscopy. ( 0,611019666691536 )
IEEE Trans Pattern Anal Mach Intell - Hashing Hyperplane Queries to Near Points with Applications to Large-scale Active Learning. ( 0,610631427762126 )
IEEE Trans Image Process - Contextual kernel and spectral methods for learning the semantics of images. ( 0,607381472286402 )
IEEE Trans Neural Netw Learn Syst - MTC: A Fast and Robust Graph-Based Transductive Learning Method. ( 0,605236744585496 )
Comput Math Methods Med - Study on parameter optimization for support vector regression in solving the inverse ECG problem. ( 0,604969960956647 )
IEEE Trans Image Process - Multiview Hessian regularization for image annotation. ( 0,603183513783071 )
IEEE Trans Image Process - Super-resolution without dense flow. ( 0,600628413282159 )
IEEE Trans Pattern Anal Mach Intell - Learning Categories from Few Examples with Multi Model Knowledge Transfer. ( 0,600417481470283 )
IEEE Trans Image Process - Enhancement of coupled multichannel images using sparsity constraints. ( 0,595763629712421 )
IEEE Trans Neural Netw Learn Syst - Incremental Support Vector Learning for Ordinal Regression. ( 0,5955835012297 )
IEEE Trans Image Process - Learning conditional random fields for classification of hyperspectral images. ( 0,595013985379688 )
Comput Math Methods Med - MR image reconstruction based on iterative Split Bregman algorithm and nonlocal total variation. ( 0,594085778509548 )
IEEE Trans Neural Netw Learn Syst - Kernel reconstruction ICA for sparse representation. ( 0,593931532681748 )
IEEE Trans Image Process - A coarse-to-fine subpixel registration method to recover local perspective deformation in the application of image super-resolution. ( 0,59319521346173 )
IEEE Trans Pattern Anal Mach Intell - Maximum Correntropy Criterion for Robust Face Recognition. ( 0,592862531808992 )
Neural Comput - Nondegenerate piecewise linear systems: a finite Newton algorithm and applications in machine learning. ( 0,591172467408726 )
IEEE Trans Neural Netw Learn Syst - Scalable Nonparametric Low-Rank Kernel Learning Using Block Coordinate Descent. ( 0,590255127242744 )
IEEE Trans Neural Netw Learn Syst - Online Sequential Extreme Learning Machine With Kernels. ( 0,589735139394669 )
Neural Comput - Alternating proximal regularized dictionary learning. ( 0,589606502851367 )
IEEE Trans Image Process - Sparse stochastic processes and discretization of linear inverse problems. ( 0,589104145512844 )
IEEE Trans Neural Netw Learn Syst - A one-class kernel fisher criterion for outlier detection. ( 0,585231294722655 )
IEEE Trans Image Process - Artistic image analysis using graph-based learning approaches. ( 0,582758946147073 )
AMIA Annu Symp Proc - Stochastic Gradient Descent and the Prediction of MeSH for PubMed Records. ( 0,582419041999793 )
IEEE Trans Image Process - Discriminant learning through multiple principal angles for visual recognition. ( 0,577116561156478 )
Comput Methods Programs Biomed - Automating the tracking of lymph nodes in follow-up studies of thoracic CT images. ( 0,57616177488389 )
Comput Methods Programs Biomed - General bounds for electrode mislocation on the EEG inverse problem. ( 0,575517230411572 )
Comput. Aided Surg. - Optimal number and distribution of points selected on the vertebra for surface matching in CT-based spinal navigation. ( 0,575424449871595 )
IEEE Trans Image Process - Recovering missing slices of the discrete Fourier transform using Ghosts. ( 0,574743434154812 )
IEEE Trans Pattern Anal Mach Intell - Learning spectral descriptors for deformable shape correspondence. ( 0,574032819369887 )
Int J Comput Assist Radiol Surg - Electromagnetic tracking for US-guided interventions: standardized assessment of a new compact field generator. ( 0,573128964724127 )
IEEE Trans Pattern Anal Mach Intell - Multi-Atlas Segmentation with Joint Label Fusion. ( 0,572900399542035 )
J. Comput. Biol. - Determining protein structures from NOESY distance constraints by semidefinite programming. ( 0,572792280975003 )
IEEE Trans Pattern Anal Mach Intell - Forward Basis Selection for Pursuing Sparse Representations Over a Dictionary. ( 0,572337956434958 )
IEEE Trans Image Process - Restoration of Poissonian images using alternating direction optimization. ( 0,572184126162798 )
IEEE Trans Image Process - Second-order optimization of mutual information for real-time image registration. ( 0,572174294488868 )
IEEE Trans Pattern Anal Mach Intell - Label Consistent K-SVD: Learning A Discriminative Dictionary for Recognition. ( 0,571278601033848 )
IEEE Trans Image Process - High-quality reflection separation using polarized images. ( 0,571152313734587 )
IEEE Trans Image Process - Image deblurring using derivative compressed sensing for optical imaging application. ( 0,571092388132782 )
IEEE Trans Image Process - Incremental training of a detector using online sparse eigendecomposition. ( 0,571043042479272 )
Comput Math Methods Med - Finite element surface registration incorporating curvature, volume preservation, and statistical model information. ( 0,570674531301379 )
IEEE Trans Neural Netw Learn Syst - Semi-supervised domain adaptation on manifolds. ( 0,569974888597516 )
J Med Syst - 3D matrix pattern based Support Vector Machines for identifying pulmonary cancer in CT scanned images. ( 0,568884994516731 )
IEEE Trans Image Process - A generalized accelerated proximal gradient approach for total-variation-based image restoration. ( 0,568615777949316 )
Neural Comput - Multiple spectral kernel learning and a gaussian complexity computation. ( 0,568232317068372 )
Int J Comput Assist Radiol Surg - A fast deformable registration method for 4D lung CT in hybrid framework. ( 0,56697346823494 )
IEEE Trans Image Process - Real-time object tracking via online discriminative feature selection. ( 0,566199971006789 )
IEEE Trans Image Process - Computing steerable principal components of a large set of images and their rotations. ( 0,565068270285793 )
Neural Comput - Learning rates of lq coefficient regularization learning with gaussian kernel. ( 0,565015091170485 )
IEEE Trans Image Process - Vectorial total variation-based regularization for variational image registration. ( 0,564805434187298 )
Int J Comput Assist Radiol Surg - A motion constrained cross-wire phantom for tracked 2D ultrasound calibration. ( 0,564759784982918 )
IEEE Trans Image Process - Parameter selection for total-variation-based image restoration using discrepancy principle. ( 0,564261267459925 )
Neural Comput - U-processes and preference learning. ( 0,5640745643244 )
IEEE Trans Image Process - On the complexity of mumford-shah-type regularization, viewed as a relaxed sparsity constraint. ( 0,564040084263158 )
Comput Methods Programs Biomed - Using manual prostate contours to enhance deformable registration of endorectal MRI. ( 0,563349595191245 )
IEEE Trans Image Process - Efficient algorithms for robust recovery of images from compressed data. ( 0,563102770186013 )
Med Biol Eng Comput - A new layered sensor for simultaneous measurement of EMG, MMG and oxygen consumption at the same position. ( 0,562340441108608 )
IEEE Trans Image Process - Geodesics-based image registration: applications to biological and medical images depicting concentric ring patterns. ( 0,561170942671775 )
Int J Comput Assist Radiol Surg - Minimization of target registration error for vertebra in image-guided spine surgery. ( 0,559992801723384 )
IEEE Trans Pattern Anal Mach Intell - Learning with Box Kernels. ( 0,559023811336688 )