IEEE Trans Image Process - A multilevel Mixture-of-Experts framework for pedestrian classification.

Tópicos

{ featur(3375) classif(2383) classifi(1994) }
{ featur(1941) imag(1645) propos(1176) }
{ data(1737) use(1416) pattern(1282) }
{ problem(2511) optim(1539) algorithm(950) }
{ learn(2355) train(1041) set(1003) }
{ imag(1947) propos(1133) code(1026) }
{ method(984) reconstruct(947) comput(926) }
{ model(3404) distribut(989) bayesian(671) }
{ can(774) often(719) complex(702) }
{ inform(2794) health(2639) internet(1427) }
{ system(1976) rule(880) can(841) }
{ imag(2675) segment(2577) method(1081) }
{ patient(2315) diseas(1263) diabet(1191) }
{ motion(1329) object(1292) video(1091) }
{ framework(1458) process(801) describ(734) }
{ clinic(1479) use(1117) guidelin(835) }
{ extract(1171) text(1153) clinic(932) }
{ howev(809) still(633) remain(590) }
{ research(1085) discuss(1038) issu(1018) }
{ import(1318) role(1303) understand(862) }
{ compound(1573) activ(1297) structur(1058) }
{ studi(1119) effect(1106) posit(819) }
{ blood(1257) pressur(1144) flow(957) }
{ data(2317) use(1299) case(1017) }
{ age(1611) year(1155) adult(843) }
{ sampl(1606) size(1419) use(1276) }
{ activ(1138) subject(705) human(624) }
{ health(1844) social(1437) communiti(874) }
{ estim(2440) model(1874) function(577) }
{ method(1969) cluster(1462) data(1082) }
{ measur(2081) correl(1212) valu(896) }
{ imag(1057) registr(996) error(939) }
{ bind(1733) structur(1185) ligand(1036) }
{ sequenc(1873) structur(1644) protein(1328) }
{ method(1219) similar(1157) match(930) }
{ imag(2830) propos(1344) filter(1198) }
{ network(2748) neural(1063) input(814) }
{ take(945) account(800) differ(722) }
{ studi(2440) review(1878) systemat(933) }
{ 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) }
{ algorithm(1844) comput(1787) effici(935) }
{ method(1557) propos(1049) approach(1037) }
{ 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) }
{ general(901) number(790) one(736) }
{ search(2224) databas(1162) retriev(909) }
{ case(1353) use(1143) diagnosi(1136) }
{ data(3963) clinic(1234) research(1004) }
{ studi(1410) differ(1259) use(1210) }
{ risk(3053) factor(974) diseas(938) }
{ perform(999) metric(946) measur(919) }
{ system(1050) medic(1026) inform(1018) }
{ model(2341) predict(2261) use(1141) }
{ visual(1396) interact(850) tool(830) }
{ perform(1367) use(1326) method(1137) }
{ spatial(1525) area(1432) region(1030) }
{ 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) }
{ 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) }
{ data(3008) multipl(1320) sourc(1022) }
{ first(2504) two(1366) second(1323) }
{ intervent(3218) particip(2042) group(1664) }
{ time(1939) patient(1703) rate(768) }
{ patient(1821) servic(1111) care(1106) }
{ use(2086) technolog(871) perceiv(783) }
{ can(981) present(881) function(850) }
{ analysi(2126) use(1163) compon(1037) }
{ structur(1116) can(940) graph(676) }
{ 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) }
{ implement(1333) system(1263) develop(1122) }
{ survey(1388) particip(1329) question(1065) }
{ decis(3086) make(1611) patient(1517) }
{ process(1125) use(805) approach(778) }
{ activ(1452) weight(1219) physic(1104) }
{ method(2212) result(1239) propos(1039) }
{ detect(2391) sensit(1101) algorithm(908) }

Resumo

Notwithstanding many years of progress, pedestrian recognition is still a difficult but important problem. We present a novel multilevel Mixture-of-Experts approach to combine information from multiple features and cues with the objective of improved pedestrian classification. On pose-level, shape cues based on Chamfer shape matching provide sample-dependent priors for a certain pedestrian view. On modality-level, we represent each data sample in terms of image intensity, (dense) depth, and (dense) flow. On feature-level, we consider histograms of oriented gradients (HOG) and local binary patterns (LBP). Multilayer perceptrons (MLP) and linear support vector machines (linSVM) are used as expert classifiers.

Resumo Limpo

notwithstand mani year progress pedestrian recognit still difficult import problem present novel multilevel mixtureofexpert approach combin inform multipl featur cue object improv pedestrian classif poselevel shape cue base chamfer shape match provid sampledepend prior certain pedestrian view modalitylevel repres data sampl term imag intens dens depth dens flow featurelevel consid histogram orient gradient hog local binari pattern lbp multilay perceptron mlp linear support vector machin linsvm use expert classifi

Resumos Similares

IEEE Trans Image Process - Learning the spherical harmonic features for 3-D face recognition. ( 0,716628511877091 )
IEEE Trans Image Process - Maximum margin projection subspace learning for visual data analysis. ( 0,702633058256443 )
Artif Intell Med - Fusion of fuzzy statistical distributions for classification of thyroid ultrasound patterns. ( 0,683810512771061 )
IEEE Trans Image Process - Image classification via object-aware holistic superpixel selection. ( 0,666213614173521 )
Comput Methods Programs Biomed - Texture and moments-based classification of the acrosome integrity of boar spermatozoa images. ( 0,660756846837352 )
IEEE Trans Image Process - Scene-oriented hierarchical classification of blurry and noisy images. ( 0,655702462518581 )
Comput Methods Programs Biomed - Automated classification of patients with coronary artery disease using grayscale features from left ventricle echocardiographic images. ( 0,654424952028294 )
IEEE Trans Image Process - Object detection with DoG scale-space: a multiple kernel learning approach. ( 0,648290269159269 )
Artif Intell Med - Visual pattern mining in histology image collections using bag of features. ( 0,647996655509764 )
Comput. Biol. Med. - Bispectral analysis and genetic algorithm for congestive heart failure recognition based on heart rate variability. ( 0,64646104803673 )
IEEE Trans Image Process - Adaptive dictionary learning in sparse gradient domain for image recovery. ( 0,643478260869565 )
IEEE Trans Image Process - Maximum Margin Correlation Filter: a new approach for localization and classification. ( 0,639828454301247 )
IEEE Trans Image Process - Human detection in images via piecewise linear support vector machines. ( 0,638910634984529 )
IEEE Trans Image Process - A novel technique for subpixel image classification based on support vector machine. ( 0,636504783894786 )
IEEE J Biomed Health Inform - Recognizing common CT imaging signs of lung diseases through a new feature selection method based on Fisher criterion and genetic optimization. ( 0,632568536537827 )
IEEE Trans Image Process - Blur and illumination robust face recognition via set-theoretic characterization. ( 0,632131033394625 )
IEEE Trans Image Process - Ordinal feature selection for iris and palmprint recognition. ( 0,630254010827313 )
IEEE Trans Image Process - Sparse representation with kernels. ( 0,62966091213481 )
Comput Methods Programs Biomed - Conditional mutual information-based feature selection for congestive heart failure recognition using heart rate variability. ( 0,625829466501998 )
Med Biol Eng Comput - Object-shape recognition and 3D reconstruction from tactile sensor images. ( 0,625491839628537 )
IEEE Trans Pattern Anal Mach Intell - Transform-Invariant PCA: A Unified Approach to Fully Automatic Face Alignment, Representation, and Recognition. ( 0,624540403128944 )
IEEE Trans Image Process - Local energy pattern for texture classification using self-adaptive quantization thresholds. ( 0,624084305100721 )
IEEE Trans Pattern Anal Mach Intell - Learning Hierarchical Features for Scene Labeling. ( 0,621471549273755 )
IEEE Trans Pattern Anal Mach Intell - Describable Visual Attributes for Face Verification and Image Search. ( 0,620981163587867 )
IEEE Trans Image Process - Discriminant learning through multiple principal angles for visual recognition. ( 0,618079512405855 )
J Med Syst - A software framework for building biomedical machine learning classifiers through grid computing resources. ( 0,61778021683139 )
Comput. Biol. Med. - Ensemble selection for feature-based classification of diabetic maculopathy images. ( 0,616965357819312 )
IEEE Trans Image Process - Bayesian texture classification based on contourlet transform and BYY harmony learning of Poisson mixtures. ( 0,615854979218628 )
IEEE Trans Image Process - Direct discriminant locality preserving projection with Hammerstein polynomial expansion. ( 0,615496136895623 )
Artif Intell Med - A supervised method to assist the diagnosis and monitor progression of Alzheimer's disease using data from an fMRI experiment. ( 0,611804083066449 )
IEEE Trans Image Process - Sparse tensor discriminant analysis. ( 0,61112065399809 )
IEEE Trans Pattern Anal Mach Intell - Iris Matching Based on Personalized Weight Map. ( 0,604304951170394 )
J Chem Inf Model - Classifying large chemical data sets: using a regularized potential function method. ( 0,599892273917178 )
Comput Methods Programs Biomed - Texture and color based image segmentation and pathology detection in capsule endoscopy videos. ( 0,599401929596041 )
Comput Methods Programs Biomed - Capsule endoscopy image analysis using texture information from various colour models. ( 0,597968699477182 )
IEEE Trans Image Process - Pose-invariant face recognition using Markov random fields. ( 0,59727142541806 )
J Med Syst - Comparison of statistical, LBP, and multi-resolution analysis features for breast mass classification. ( 0,596858304118006 )
Brief. Bioinformatics - Pattern recognition in bioinformatics. ( 0,596255402266396 )
Neural Comput - High-dimensional feature selection by feature-wise kernelized Lasso. ( 0,596131912220645 )
IEEE Trans Image Process - Task-dependent visual-codebook compression. ( 0,5931766696862 )
IEEE Trans Pattern Anal Mach Intell - 3D Face Discriminant Analysis Using Gauss-Markov Posterior Marginals. ( 0,592220092263982 )
IEEE Trans Pattern Anal Mach Intell - From Bits to Images: Inversion of Local Binary Descriptors. ( 0,592013345264656 )
Comput. Biol. Med. - A new feature extraction framework based on wavelets for breast cancer diagnosis. ( 0,590807204768443 )
Comput Math Methods Med - Fast discriminative stochastic neighbor embedding analysis. ( 0,590605761804588 )
Neural Comput - Neural relax. ( 0,59043763497131 )
IEEE Trans Image Process - Coupled kernel embedding for low resolution face image recognition. ( 0,58950486800789 )
IEEE Trans Image Process - Face recognition system using multiple face model of hybrid Fourier feature under uncontrolled illumination variation. ( 0,589098813041407 )
Comput Math Methods Med - Mixed-norm regularization for brain decoding. ( 0,586319563850213 )
IEEE Trans Pattern Anal Mach Intell - Sparse Canonical Correlation Analysis: New Formulation and Algorithm. ( 0,586238071130002 )
J Med Syst - Classification of normal and diseased liver shapes based on Spherical Harmonics coefficients. ( 0,585936605932375 )
IEEE Trans Image Process - Vehicle detection in aerial surveillance using dynamic Bayesian networks. ( 0,585663723679893 )
Artif Intell Med - Suppressed fuzzy-soft learning vector quantization for MRI segmentation. ( 0,585566597130189 )
IEEE Trans Pattern Anal Mach Intell - Iris Image Classification Based on Hierarchical Visual Codebook. ( 0,585389916842116 )
IEEE Trans Pattern Anal Mach Intell - LDAHash: Improved Matching with Smaller Descriptors. ( 0,585357416637959 )
IEEE Trans Image Process - Nonnegative Tensor Co-Factorization and Its Unified Solution. ( 0,583308885993735 )
IEEE Trans Image Process - Robust image analysis with sparse representation on quantized visual features. ( 0,583279018430523 )
IEEE Trans Pattern Anal Mach Intell - Statistical 3D Shape Analysis by Local Generative Descriptors. ( 0,581363907615607 )
IEEE Trans Neural Netw Learn Syst - Learning a Probabilistic Topology Discovering Model for Scene Categorization. ( 0,581057311496772 )
IEEE Trans Image Process - Nonnegative local coordinate factorization for image representation. ( 0,580802319496775 )
IEEE Trans Neural Netw Learn Syst - Robust Exemplar Extraction Using Structured Sparse Coding. ( 0,580159776142451 )
IEEE Trans Image Process - Large-margin Learning of Compact Binary Image Encodings. ( 0,578012485173975 )
IEEE Trans Pattern Anal Mach Intell - Latent Dirichlet Allocation Models for Image Classification. ( 0,577898395207969 )
IEEE Trans Image Process - Discovering discriminative graphlets for aerial image categories recognition. ( 0,576099237883832 )
Comput Methods Programs Biomed - Operator functional state classification using least-square support vector machine based recursive feature elimination technique. ( 0,575486235974504 )
IEEE Trans Pattern Anal Mach Intell - What Makes a Photograph Memorable? ( 0,575154972547898 )
Med Biol Eng Comput - Atherosclerotic plaque tissue characterization in 2D ultrasound longitudinal carotid scans for automated classification: a paradigm for stroke risk assessment. ( 0,574312704420484 )
Comput Math Methods Med - Membership-degree preserving discriminant analysis with applications to face recognition. ( 0,574159266124178 )
IEEE Trans Image Process - Context-dependent logo matching and recognition. ( 0,57360004640212 )
Comput Math Methods Med - A novel multiinstance learning approach for liver cancer recognition on abdominal CT images based on CPSO-SVM and IO. ( 0,573484747384986 )
Comput. Biol. Med. - Feature selection for a cooperative coevolutionary classifier in liver fibrosis diagnosis. ( 0,57223221508565 )
IEEE Trans Image Process - Completed local binary count for rotation invariant texture classification. ( 0,572086434132922 )
IEEE Trans Image Process - From local pixel structure to global image super-resolution: a new face hallucination framework. ( 0,570448144817942 )
IEEE Trans Image Process - Multilayer surface albedo for face recognition with reference images in bad lighting conditions. ( 0,570144821261212 )
IEEE Trans Pattern Anal Mach Intell - Reconstructing 3D Face Model with Associated Expression Deformation from a Single Face Image via Constructing a Low-Dimensional Expression Deformation Manifold. ( 0,569707425860229 )
IEEE Trans Image Process - Real-time object tracking via online discriminative feature selection. ( 0,569433800985877 )
J Med Syst - A robust multi-class feature selection strategy based on Rotation Forest Ensemble algorithm for diagnosis of Erythemato-Squamous diseases. ( 0,568115942028986 )
J Med Syst - A new method based on Adaptive Discrete Wavelet Entropy Energy and Neural Network Classifier (ADWEENN) for recognition of urine cells from microscopic images independent of rotation and scaling. ( 0,567691002209231 )
Comput Biol Chem - Multi objective SNP selection using pareto optimality. ( 0,566795534575535 )
IEEE Trans Image Process - Texture classification using dominant neighborhood structure. ( 0,566408345915074 )
IEEE Trans Image Process - Robust face recognition with structurally incoherent low-rank matrix decomposition. ( 0,565540388558641 )
J Biomed Inform - Implementing ReliefF filters to extract meaningful features from genetic lifetime datasets. ( 0,562092837259896 )
IEEE Trans Image Process - Cooperative sparse representation in two opposite directions for semi-supervised image annotation. ( 0,562080295039807 )
IEEE Trans Pattern Anal Mach Intell - Linear Scale and Rotation Invariant Matching. ( 0,561425109107013 )
IEEE Trans Pattern Anal Mach Intell - KNN Matting. ( 0,558705303804647 )
Int J Neural Syst - Assessment of feature selection and classification approaches to enhance information from overnight oximetry in the context of apnea diagnosis. ( 0,558392321143928 )
IEEE Trans Image Process - Very low resolution face recognition problem. ( 0,557684836644468 )
Artif Intell Med - Local binary patterns variants as texture descriptors for medical image analysis. ( 0,557324184578515 )
IEEE Trans Image Process - Color constancy using 3D scene geometry derived from a single image. ( 0,557065724609795 )
Comput Biol Chem - Information-theoretic approaches to SVM feature selection for metagenome read classification. ( 0,556752230190506 )
IEEE Trans Image Process - Stable orthogonal local discriminant embedding for linear dimensionality reduction. ( 0,556698341544378 )
IEEE Trans Image Process - K-NN regression to improve statistical feature extraction for texture retrieval. ( 0,556680885345671 )
IEEE Trans Image Process - Salient region detection by fusing bottom-up and top-down features extracted from a single image. ( 0,555895853847236 )
IEEE Trans Image Process - An affine symmetric image model and its applications. ( 0,555504894398687 )
Comput. Biol. Med. - Ant colony optimization-based feature selection method for surface electromyography signals classification. ( 0,554936969858573 )
IEEE Trans Image Process - Passive polarimetric imagery-based material classification robust to illumination source position and viewpoint. ( 0,554117746297318 )
IEEE Trans Image Process - A unified feature and instance selection framework using optimum experimental design. ( 0,552199415938696 )
Brief. Bioinformatics - Class-imbalanced classifiers for high-dimensional data. ( 0,551539304678007 )
IEEE Trans Image Process - Incremental training of a detector using online sparse eigendecomposition. ( 0,550218062142771 )
J Integr Bioinform - Modelling proteolytic enzymes with Support Vector Machines. ( 0,549483727829823 )
IEEE Trans Pattern Anal Mach Intell - Iterative Quantization: A Procrustean Approach to Learning Binary Codes for Large-scale Image Retrieval. ( 0,549298328547809 )