IEEE Trans Image Process - Nonnegative Tensor Co-Factorization and Its Unified Solution.

Tópicos

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

Resumo

In this paper, we present a new joint factorization algorithm, called Nonnegative Tensor Co-Factorization (NTCoF). The key idea is to simultaneously factorize multiple visual features of the same data into nonnegative dimensionality-reduced representations, and meanwhile, to maximize the correlations of the low-dimensional representations. The data is generally encoded as tensors of arbitrary order, rather than vectors, to preserve the original data structures. NTCoF provides a simple and efficient way to fuse multiple complementary features for enhancing the discriminative power of the desired rank-reduced representations under the nonnegative constraints. We formulate the related objectives with a block-wise quadratic nonnegative function. To optimize, a unified convergence provable solution is developed. This solution is applicable for any nonnegative optimization problems with block-wise quadratic objective functions, and thus offer an unified platform based on which specific solution can be directly derived by skipping over tedious proof about algorithmic convergence. We apply the proposed algorithm and solution on three image tasks, face recognition, multi-class image categorization and multi-label image annotation. Results with comparisons on public challenging datasets show that the proposed algorithm can outperform both the traditional nonnegative methods and the popular feature combination methods.

Resumo Limpo

paper present new joint factor algorithm call nonneg tensor cofactor ntcof key idea simultan factor multipl visual featur data nonneg dimensionalityreduc represent meanwhil maxim correl lowdimension represent data general encod tensor arbitrari order rather vector preserv origin data structur ntcof provid simpl effici way fuse multipl complementari featur enhanc discrimin power desir rankreduc represent nonneg constraint formul relat object blockwis quadrat nonneg function optim unifi converg provabl solut develop solut applic nonneg optim problem blockwis quadrat object function thus offer unifi platform base specif solut can direct deriv skip tedious proof algorithm converg appli propos algorithm solut three imag task face recognit multiclass imag categor multilabel imag annot result comparison public challeng dataset show propos algorithm can outperform tradit nonneg method popular featur combin method

Resumos Similares

IEEE Trans Image Process - Sparse tensor discriminant analysis. ( 0,820042344780877 )
IEEE Trans Image Process - Pose-invariant face recognition using Markov random fields. ( 0,805635541540225 )
IEEE Trans Image Process - Nonnegative local coordinate factorization for image representation. ( 0,800994832414375 )
IEEE Trans Image Process - Discriminant learning through multiple principal angles for visual recognition. ( 0,798929904457447 )
IEEE Trans Image Process - Coupled dictionary training for image super-resolution. ( 0,798179424345398 )
IEEE Trans Image Process - Ordinal feature selection for iris and palmprint recognition. ( 0,793266473233576 )
IEEE Trans Image Process - Context-dependent logo matching and recognition. ( 0,782590992577 )
IEEE Trans Image Process - Generalized random walks for fusion of multi-exposure images. ( 0,769484575216115 )
IEEE Trans Pattern Anal Mach Intell - A Tensor-Based Algorithm for High-Order Graph Matching. ( 0,767865692249416 )
IEEE Trans Image Process - Tensor discriminant color space for face recognition. ( 0,765413627128319 )
IEEE Trans Pattern Anal Mach Intell - A Markov Random Field Groupwise Registration Framework for Face Recognition. ( 0,764079803009909 )
IEEE Trans Image Process - Stable orthogonal local discriminant embedding for linear dimensionality reduction. ( 0,759283673453001 )
IEEE Trans Image Process - Coupled kernel embedding for low resolution face image recognition. ( 0,754483976714653 )
IEEE Trans Vis Comput Graph - ViSizer: A Visualization Resizing Framework. ( 0,754038396952562 )
IEEE Trans Image Process - Combining LBP difference and feature correlation for texture description. ( 0,749751985639005 )
IEEE Trans Image Process - Very low resolution face recognition problem. ( 0,740150681731197 )
IEEE Trans Image Process - Establishing point correspondence of 3D faces via sparse facial deformable model. ( 0,738580650757961 )
IEEE Trans Image Process - Incorporating patch subspace model in Mumford-Shah type active contours. ( 0,737989868927654 )
IEEE Trans Image Process - Direct discriminant locality preserving projection with Hammerstein polynomial expansion. ( 0,737011075137753 )
IEEE Trans Image Process - Geodesics-based image registration: applications to biological and medical images depicting concentric ring patterns. ( 0,730082265956439 )
IEEE Trans Image Process - Robust face recognition with structurally incoherent low-rank matrix decomposition. ( 0,728534348489553 )
IEEE Trans Image Process - Sparse representation with kernels. ( 0,728421784280436 )
IEEE Trans Pattern Anal Mach Intell - Retrieval-based Face Annotation by Weak Label Regularized Local Coordinate Coding. ( 0,720646494360184 )
IEEE Trans Pattern Anal Mach Intell - Learning Discriminant Face Descriptor. ( 0,718816698809048 )
IEEE Trans Image Process - Adaptive membership functions for handwritten character recognition by Voronoi-based image zoning. ( 0,718201012924508 )
IEEE Trans Pattern Anal Mach Intell - KNN Matting. ( 0,716749815439287 )
IEEE Trans Image Process - Spatially optimized data-level fusion of texture and shape for face recognition. ( 0,71159968614987 )
IEEE Trans Pattern Anal Mach Intell - Shape Representation and Registration in Vector Implicit Spaces: Adopting a Closed Form Solution in the Optimization Process. ( 0,708541502549212 )
IEEE Trans Image Process - Context-aware patch-based image inpainting using Markov random field modeling. ( 0,708358048242591 )
IEEE Trans Image Process - Discovering discriminative graphlets for aerial image categories recognition. ( 0,707860014357171 )
IEEE Trans Pattern Anal Mach Intell - Linear Scale and Rotation Invariant Matching. ( 0,704239704534222 )
IEEE Trans Image Process - Image clustering using local discriminant models and global integration. ( 0,703934776065911 )
IEEE Trans Image Process - Adaptive color feature extraction based on image color distributions. ( 0,70170130819449 )
IEEE Trans Image Process - Robust face representation using hybrid spatial feature interdependence matrix. ( 0,701368804797187 )
IEEE Trans Pattern Anal Mach Intell - Constrained Nonnegative Matrix Factorization for Image Representation. ( 0,700670055037454 )
IEEE Trans Image Process - Adaptive dictionary learning in sparse gradient domain for image recovery. ( 0,69808902162476 )
IEEE Trans Pattern Anal Mach Intell - Maximum Correntropy Criterion for Robust Face Recognition. ( 0,697581446314353 )
IEEE Trans Pattern Anal Mach Intell - A Closed-Form Solution to Retinex with Nonlocal Texture Constraints. ( 0,696597744854381 )
IEEE Trans Image Process - Manifold regularized discriminative nonnegative matrix factorization with fast gradient descent. ( 0,694767425750102 )
IEEE Trans Image Process - Object detection with DoG scale-space: a multiple kernel learning approach. ( 0,69403040094208 )
IEEE Trans Image Process - Harmonic active contours. ( 0,693922335898309 )
IEEE Trans Image Process - Hessian Schatten-norm regularization for linear inverse problems. ( 0,692847345424823 )
IEEE Trans Image Process - Extracting multiple features in the CID color space for face recognition. ( 0,690493625122454 )
IEEE Trans Pattern Anal Mach Intell - Intensity-Based Image Registration by Nonparametric Local Smoothing. ( 0,690409228289621 )
IEEE Trans Image Process - Coupled binary embedding for large-scale image retrieval. ( 0,689296551236548 )
IEEE Trans Image Process - Multiscale distance matrix for fast plant leaf recognition. ( 0,688784870771056 )
IEEE Trans Image Process - Multilinear supervised neighborhood embedding of a local descriptor tensor for scene/object recognition. ( 0,688571683089356 )
IEEE Trans Image Process - Design and optimization of color lookup tables on a simplex topology. ( 0,685292959502936 )
IEEE Trans Image Process - From local pixel structure to global image super-resolution: a new face hallucination framework. ( 0,685281786863136 )
IEEE Trans Image Process - Large-margin Learning of Compact Binary Image Encodings. ( 0,684320670450837 )
IEEE Trans Image Process - PDE-based enhancement of color images in RGB space. ( 0,682562657701588 )
Med Biol Eng Comput - Quantitative color analysis for capillaroscopy image segmentation. ( 0,682422395392252 )
IEEE Trans Image Process - Pareto-depth for multiple-query image retrieval. ( 0,681329779242229 )
IEEE Trans Pattern Anal Mach Intell - Intrinsic Image Decomposition Using a Sparse Representation of Reflectance. ( 0,680766293362783 )
J Chem Inf Model - Global optimization of binary Lennard-Jones clusters using three perturbation operators. ( 0,678927670400934 )
IEEE Trans Image Process - A novel local pattern descriptor--local vector pattern in high-order derivative space for face recognition. ( 0,678689910910808 )
IEEE Trans Pattern Anal Mach Intell - LDAHash: Improved Matching with Smaller Descriptors. ( 0,678515842856603 )
IEEE Trans Image Process - Scale- and rotation-invariant local binary pattern using scale-adaptive texton and subuniform-based circular shift. ( 0,678079056014728 )
IEEE Trans Image Process - Shape vocabulary: a robust and efficient shape representation for shape matching. ( 0,676872459936854 )
IEEE Trans Image Process - Landmark image super-resolution by retrieving web images. ( 0,676495321148026 )
IEEE Trans Image Process - Common feature discriminant analysis for matching infrared face images to optical face images. ( 0,675867983623653 )
IEEE Trans Image Process - Blur and illumination robust face recognition via set-theoretic characterization. ( 0,675321403417547 )
IEEE Trans Image Process - Scale-invariant features and polar descriptors in omnidirectional imaging. ( 0,674979350225056 )
IEEE Trans Image Process - Human gait recognition using patch distribution feature and locality-constrained group sparse representation. ( 0,673809570262151 )
IEEE Trans Pattern Anal Mach Intell - Half-quadratic based Iterative Minimization for Robust Sparse Representation. ( 0,672120279142009 )
IEEE Trans Image Process - HSOG: a novel local image descriptor based on histograms of the second-order gradients. ( 0,671310256333655 )
IEEE Trans Image Process - Normalization of face illumination based on large-and small-scale features. ( 0,669967174545309 )
IEEE Trans Image Process - Subspace-based discrete transform encoded local binary patterns representations for robust periocular matching on NIST's face recognition grand challenge. ( 0,669229492541688 )
IEEE Trans Image Process - Face recognition by exploring information jointly in space, scale and orientation. ( 0,668493158154493 )
IEEE Trans Image Process - Graph Laplace for occluded face completion and recognition. ( 0,666902203430487 )
IEEE Trans Image Process - Image segmentation by MAP-ML estimations. ( 0,666070164248337 )
IEEE Trans Image Process - Local energy pattern for texture classification using self-adaptive quantization thresholds. ( 0,665864664412463 )
IEEE Trans Pattern Anal Mach Intell - Local Pyramidal Descriptors for Image Recognition. ( 0,6652702987556 )
IEEE Trans Pattern Anal Mach Intell - Nonnegative Matrix Factorization with Earth Mover's Distance Metric for Image Analysis. ( 0,665210545895507 )
IEEE Trans Image Process - An orientation inference framework for surface reconstruction from unorganized point clouds. ( 0,664969108800297 )
IEEE Trans Pattern Anal Mach Intell - Scalable Face Image Retrieval with Identity-Based Quantization and Multireference Reranking. ( 0,664737891982237 )
IEEE Trans Pattern Anal Mach Intell - An Extended Path Following Algorithm for Graph-Matching Problem. ( 0,664278771785574 )
IEEE Trans Pattern Anal Mach Intell - Feature Selection and Kernel Learning for Local Learning-Based Clustering. ( 0,664042064869413 )
IEEE Trans Image Process - Low-resolution face tracker robust to illumination variations. ( 0,663260839433754 )
IEEE Trans Image Process - Variational region-based segmentation using multiple texture statistics. ( 0,662169565599059 )
IEEE Trans Image Process - Color local texture features for color face recognition. ( 0,661708580059839 )
IEEE Trans Image Process - Manifold-manifold distance and its application to face recognition with image sets. ( 0,661690262480046 )
IEEE Trans Image Process - Face recognition using ensemble string matching. ( 0,661259315620812 )
IEEE Trans Image Process - A feature-based learning framework for accurate prostate localization in CT images. ( 0,661057346454685 )
Comput. Biol. Med. - Texture feature extraction based on a uniformity estimation method for local brightness and structure in chest CT images. ( 0,660553238593673 )
IEEE Trans Image Process - Curvature interpolation method for image zooming. ( 0,659668810953449 )
IEEE Trans Image Process - Global propagation of affine invariant features for robust matching. ( 0,659485463781017 )
IEEE Trans Neural Netw Learn Syst - Robust Exemplar Extraction Using Structured Sparse Coding. ( 0,658630492928226 )
IEEE Trans Image Process - Robust feature point matching with sparse model. ( 0,65818022180735 )
IEEE Trans Vis Comput Graph - SuperMatching: Feature Matching Using Supersymmetric Geometric Constraints. ( 0,657814464501078 )
Comput Methods Programs Biomed - Conditional mutual information-based feature selection for congestive heart failure recognition using heart rate variability. ( 0,657607079881046 )
IEEE Trans Image Process - USB: ultrashort binary descriptor for fast visual matching and retrieval. ( 0,656788191334921 )
IEEE Trans Image Process - Context-aware sparse decomposition for image denoising and super-resolution. ( 0,65624874640852 )
Comput Math Methods Med - Nonlinear radon transform using Zernike moment for shape analysis. ( 0,656010111744739 )
Comput Math Methods Med - Membership-degree preserving discriminant analysis with applications to face recognition. ( 0,655906227446582 )
Comput Biol Chem - A hyper-heuristic for the Longest Common Subsequence problem. ( 0,655721116395976 )
Artif Intell Med - Scattering features for lung cancer detection in fibered confocal fluorescence microscopy images. ( 0,654382385335904 )
Comput Math Methods Med - A novel multiinstance learning approach for liver cancer recognition on abdominal CT images based on CPSO-SVM and IO. ( 0,654213068885646 )
IEEE Trans Image Process - Boosting color feature selection for color face recognition. ( 0,654104518390006 )
IEEE Trans Pattern Anal Mach Intell - What Makes a Photograph Memorable? ( 0,653864077778334 )