IEEE Trans Image Process - Flexible Image Similarity Computation Using Hyper-Spatial Matching.

Tópicos

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

Resumo

Spatial pyramid matching (SPM) has been widely used to compute the similarity of two images in computer vision and image processing. While comparing images, SPM implicitly assumes that: in two images from the same category, similar objects will appear in similar locations. However, this is not always the case. In this paper, we propose hyper-spatial matching (HSM), a more flexible image similarity computing method, to alleviate the mis-matching problem in SPM. Besides the match between corresponding regions, HSM considers the relationship of all spatial pairs in two images, which includes more meaningful match than SPM. We propose two learning strategies to learn SVM models with the proposed HSM kernel in image classification, which are hundreds of times faster than a general purpose SVM solver applied to the HSM kernel (in both training and testing). We compare HSM and SPM on several challenging benchmarks, and show that HSM is better than SPM in describing image similarity.

Resumo Limpo

spatial pyramid match spm wide use comput similar two imag comput vision imag process compar imag spm implicit assum two imag categori similar object will appear similar locat howev alway case paper propos hyperspati match hsm flexibl imag similar comput method allevi mismatch problem spm besid match correspond region hsm consid relationship spatial pair two imag includ meaning match spm propos two learn strategi learn svm model propos hsm kernel imag classif hundr time faster general purpos svm solver appli hsm kernel train test compar hsm spm sever challeng benchmark show hsm better spm describ imag similar

Resumos Similares

Comput Methods Programs Biomed - Automated detection of fovea in fundus images based on vessel-free zone and adaptive Gaussian template. ( 0,761876935299523 )
Comput. Biol. Med. - Fractal features for localization of temporal lobe epileptic foci using SPECT imaging. ( 0,761288768256703 )
IEEE Trans Vis Comput Graph - KelpFusion: a Hybrid Set Visualization Technique. ( 0,733614083325014 )
IEEE Trans Image Process - Correlation-coefficient-based fast template matching through partial elimination. ( 0,682143047490108 )
J Chem Inf Model - Build-up algorithm for atomic correspondence between chemical structures. ( 0,66884910652221 )
J Chem Inf Model - Deep architectures and deep learning in chemoinformatics: the prediction of aqueous solubility for drug-like molecules. ( 0,637068500478151 )
Artif Intell Med - Automatic classification of epilepsy types using ontology-based and genetics-based machine learning. ( 0,633706545430784 )
IEEE Trans Pattern Anal Mach Intell - Animated Pose Templates for Modelling and Detecting Human Actions. ( 0,63211563232541 )
IEEE Trans Image Process - Robust weighted graph transformation matching for rigid and nonrigid image registration. ( 0,630556436465453 )
IEEE Trans Image Process - One-dimensional mapping for estimating projective transformations. ( 0,616067669075482 )
IEEE Trans Pattern Anal Mach Intell - Exemplar-Based Colour Constancy and Multiple Illumination. ( 0,616040431157057 )
IEEE Trans Image Process - A uniform grid structure to speed up example-based photometric stereo. ( 0,614106981925893 )
Comput Biol Chem - Understanding the general packing rearrangements required for successful template based modeling of protein structure from a CASP experiment. ( 0,607852233528218 )
J. Comput. Biol. - Separating significant matches from spurious matches in DNA sequences. ( 0,607610173814385 )
Artif Intell Med - Cost-sensitive case-based reasoning using a genetic algorithm: application to medical diagnosis. ( 0,606618073890257 )
IEEE Trans Image Process - Interval-valued fuzzy sets applied to stereo matching of color images. ( 0,606337076244852 )
IEEE Trans Neural Netw Learn Syst - A Unified Framework for Data Visualization and Coclustering. ( 0,596129210910758 )
Methods Inf Med - A simplification and implementation of random-effects meta-analyses based on the exact distribution of Cochran's Q. ( 0,595757405889059 )
Methods Inf Med - The utility of imputed matched sets. Analyzing probabilistically linked databases in a low information setting. ( 0,590083789186112 )
Comput. Biol. Med. - Modeling and prediction of peptide drift times in ion mobility spectrometry using sequence-based and structure-based approaches. ( 0,584201807047516 )
IEEE Trans Vis Comput Graph - Guided Multiview Ray Tracing for Fast Auralization. ( 0,582594821707669 )
Comput. Biol. Med. - A bilateral analysis scheme for false positive reduction in mammogram mass detection. ( 0,581318175946129 )
Int J Med Inform - Content analysis of physical examination templates in electronic health records using SNOMED CT. ( 0,574181028575739 )
IEEE Trans Image Process - Retina verification system based on biometric graph matching. ( 0,572996839436325 )
IEEE Trans Image Process - Fast bilateral filter with arbitrary range and domain kernels. ( 0,568431958273678 )
IEEE Trans Image Process - Robust pairwise matching of interest points with complex wavelets. ( 0,567741412203397 )
IEEE Trans Image Process - Example-driven manifold priors for image deconvolution. ( 0,567598985470184 )
IEEE Trans Image Process - A multiscale wavelet-based test for isotropy of random fields on a regular lattice. ( 0,563509190407378 )
Int J Comput Assist Radiol Surg - Multi-contrast unbiased MRI atlas of a Parkinson's disease population. ( 0,560014810504882 )
IEEE Trans Pattern Anal Mach Intell - On Kleinberg's Stochastic Discrimination Procedure. ( 0,553217177589355 )
IEEE Trans Neural Netw Learn Syst - Incremental Generalized Discriminative Common Vectors for Image Classification. ( 0,550905481914583 )
IEEE Trans Neural Netw Learn Syst - Discriminative embedded clustering: a framework for grouping high-dimensional data. ( 0,550385896675886 )
J Biomed Inform - Analysis of eligibility criteria representation in industry-standard clinical trial protocols. ( 0,549224041045565 )
Comput Math Methods Med - Iterative methods for obtaining energy-minimizing parametric snakes with applications to medical imaging. ( 0,545000643867354 )
J Chem Inf Model - Classifying molecules using a sparse probabilistic kernel binary classifier. ( 0,540730003751748 )
IEEE Trans Image Process - Establishing point correspondence of 3D faces via sparse facial deformable model. ( 0,538235055794017 )
Neural Comput - Deep, big, simple neural nets for handwritten digit recognition. ( 0,538019560599604 )
Telemed J E Health - Measuring the effect of telecare on medical expenditures without bias using the propensity score matching method. ( 0,534622161100317 )
Comput. Aided Surg. - Efficacy and accuracy of a novel rapid prototyping drill template for cervical pedicle screw placement. ( 0,533460935249047 )
Neural Comput - Toward unified hybrid simulation techniques for spiking neural networks. ( 0,527893066692891 )
Neural Comput - Learning where to attend with deep architectures for image tracking. ( 0,526834993352227 )
IEEE Trans Pattern Anal Mach Intell - A Geometric Particle Filter for Template-Based Visual Tracking. ( 0,525957327089145 )
J Chem Inf Model - Atom environment kernels on molecules. ( 0,525671385274845 )
Comput Methods Programs Biomed - Computer-aided diagnosis system: a Bayesian hybrid classification method. ( 0,523371486994821 )
IEEE Trans Image Process - Line Matching in Wide-Baseline Stereo: A Top-Down Approach. ( 0,521452266287103 )
Comput Methods Programs Biomed - Bagging, bumping, multiview, and active learning for record linkage with empirical results on patient identity data. ( 0,519951373916498 )
Comput Math Methods Med - Nonrigid 3D medical image registration and fusion based on deformable models. ( 0,518275807261667 )
Artif Intell Med - Multi-marker tagging single nucleotide polymorphism selection using estimation of distribution algorithms. ( 0,514034062372908 )
Artif Intell Med - Suppressed fuzzy-soft learning vector quantization for MRI segmentation. ( 0,513533125681226 )
J Am Med Inform Assoc - MCORES: a system for noun phrase coreference resolution for clinical records. ( 0,512296097814102 )
IEEE Trans Image Process - Projection-based polygonality measurement. ( 0,51135948358393 )
Appl Clin Inform - The impact of domain knowledge on structured data collection and templated note design. ( 0,510770062744927 )
IEEE Trans Pattern Anal Mach Intell - 3D Face Recognition Under Expressions, Occlusions and Pose Variations. ( 0,509211182988813 )
J Biomed Inform - Evaluation of matched control algorithms in EHR-based phenotyping studies: a case study of inflammatory bowel disease comorbidities. ( 0,50877340428748 )
IEEE Trans Pattern Anal Mach Intell - Handwritten Chinese/Japanese Text Recognition Using Semi-Markov Conditional Random Fields. ( 0,508772380441692 )
IEEE Trans Pattern Anal Mach Intell - Geodesic Mapping for Dynamic Surface Alignment. ( 0,507770896273153 )
Comput Math Methods Med - Nonrigid medical image registration based on mesh deformation constraints. ( 0,506705250114438 )
J Chem Inf Model - In silico target predictions: defining a benchmarking data set and comparison of performance of the multiclass Na?ve Bayes and Parzen-Rosenblatt window. ( 0,505451102188769 )
Neural Comput - A connection between score matching and denoising autoencoders. ( 0,504274237715933 )
Artif Intell Med - An implicit approach to deal with periodically repeated medical data. ( 0,503556666244259 )
IEEE Trans Vis Comput Graph - SuperMatching: Feature Matching Using Supersymmetric Geometric Constraints. ( 0,503458257064574 )
Comput Math Methods Med - Three-dimensional identification of microorganisms using a digital holographic microscope. ( 0,502033645545021 )
Comput. Biol. Med. - Volume sweeping and bodyline matching for automated prealignment in volumetric medical image registration. ( 0,49959823562821 )
IEEE Trans Image Process - Variational approach for the fusion of exposure bracketed pairs. ( 0,499589591985347 )
IEEE Trans Image Process - Nonlinear transform for robust dense block-based motion estimation. ( 0,498137627352307 )
Artif Intell Med - Improved cosine similarity measures of simplified neutrosophic sets for medical diagnoses. ( 0,49634171852354 )
IEEE Trans Image Process - Multifocusing and depth estimation using a color shift model-based computational camera. ( 0,496258957574211 )
IEEE Trans Image Process - Joint NDT image restoration and segmentation using Gauss-Markov-Potts prior models and variational Bayesian computation. ( 0,49312504605054 )
IEEE Trans Pattern Anal Mach Intell - Free Energy Score Spaces: Using Generative Information in Discriminative Classifiers. ( 0,493041637741729 )
J Chem Inf Model - COSMOsim3D: 3D-similarity and alignment based on COSMO polarization charge densities. ( 0,493022349545165 )
Int J Comput Assist Radiol Surg - Liver tumors segmentation from CTA images using voxels classification and affinity constraint propagation. ( 0,492376426000481 )
Comput Math Methods Med - Plane-based sampling for ray casting algorithm in sequential medical images. ( 0,488136318966735 )
Comput. Biol. Med. - Identification of epilepsy stages from ECoG using genetic programming classifiers. ( 0,487395175300869 )
Comput Math Methods Med - Space constrained homology modelling: the paradigm of the RNA-dependent RNA polymerase of dengue (type II) virus. ( 0,487010234727722 )
J Biomed Inform - Identifying well-formed biomedical phrases in MEDLINE? text. ( 0,486395899358396 )
J Chem Inf Model - Template CoMFA: the 3D-QSAR Grail? ( 0,486012981486543 )
IEEE Trans Pattern Anal Mach Intell - Representation Learning: A Review and New Perspectives. ( 0,484960007300316 )
IEEE Trans Vis Comput Graph - Interactive Visualization of Rotational Symmetry Fields on Surfaces. ( 0,484507267663523 )
IEEE Trans Image Process - A Unified Methodology for Computing Accurate Quaternion Color Moments and Moment Invariants. ( 0,483913757993876 )
IEEE Trans Vis Comput Graph - Approximation of Loop Subdivision Surfaces for Fast Rendering. ( 0,483394234481953 )
IEEE Trans Neural Netw Learn Syst - Fractional extreme value adaptive training method: fractional steepest descent approach. ( 0,483277440853124 )
Comput Math Methods Med - Sparse constrained reconstruction for accelerating parallel imaging based on variable splitting method. ( 0,483057854836107 )
J Biomed Inform - Finding disease similarity based on implicit semantic similarity. ( 0,483012640140286 )
J Chem Inf Model - Exploiting structural information in patent specifications for key compound prediction. ( 0,482961483359029 )
IEEE Trans Image Process - Nonrigid brain MR image registration using uniform spherical region descriptor. ( 0,481575320088421 )
IEEE Trans Pattern Anal Mach Intell - A Prototype Learning Framework Using EMD: Application to Complex Scenes Analysis. ( 0,481165008973701 )
IEEE Trans Image Process - Nonrigid image registration with crystal dislocation energy. ( 0,48094067802696 )
IEEE Trans Pattern Anal Mach Intell - Camera Localization using Trajectories and Maps. ( 0,480069858929404 )
Int J Comput Assist Radiol Surg - A 3D point matching algorithm for affine registration. ( 0,479853697023929 )
Int J Comput Assist Radiol Surg - 3D femur model reconstruction from biplane X-ray images: a novel method based on Laplacian surface deformation. ( 0,479695285042808 )
IEEE Trans Pattern Anal Mach Intell - Dynamic Refraction Stereo. ( 0,47942782180203 )
J Chem Inf Model - Large-scale mining for similar protein binding pockets: with RAPMAD retrieval on the fly becomes real. ( 0,478430064695516 )
Int J Med Robot - Preliminary study of a novel method for conveying corrected image volumes in surgical navigation. ( 0,478061512821861 )
Int J Comput Assist Radiol Surg - Statistical shape model of a liver for autopsy imaging. ( 0,477810971975408 )
IEEE Trans Image Process - Robust spatiotemporal matching of electronic slides to presentation videos. ( 0,477755368774774 )
IEEE Trans Pattern Anal Mach Intell - The Effect of Model Misspecification on Semi-Supervised Classification. ( 0,477586122648318 )
J Chem Inf Model - Improving similarity-driven library design: customized matching and regioselective feature trees. ( 0,477396802247796 )
Comput Methods Programs Biomed - A novel method of obtaining 3D images of detached retina. ( 0,476950678224157 )
IEEE Trans Image Process - Detecting abandoned objects with a moving camera. ( 0,476639014467779 )
Comput Math Methods Med - General error analysis in the relationship between free thyroxine and thyrotropin and its clinical relevance. ( 0,476459446536047 )