IEEE Trans Image Process - Geodesic propagation for semantic labeling.

Tópicos

{ learn(2355) train(1041) set(1003) }
{ motion(1329) object(1292) video(1091) }
{ featur(1941) imag(1645) propos(1176) }
{ extract(1171) text(1153) clinic(932) }
{ framework(1458) process(801) describ(734) }
{ perform(999) metric(946) measur(919) }
{ imag(2830) propos(1344) filter(1198) }
{ take(945) account(800) differ(722) }
{ method(984) reconstruct(947) comput(926) }
{ perform(1367) use(1326) method(1137) }
{ spatial(1525) area(1432) region(1030) }
{ use(976) code(926) identifi(902) }
{ use(1733) differ(960) four(931) }
{ result(1111) use(1088) new(759) }
{ implement(1333) system(1263) develop(1122) }
{ estim(2440) model(1874) function(577) }
{ imag(1947) propos(1133) code(1026) }
{ data(1737) use(1416) pattern(1282) }
{ featur(3375) classif(2383) classifi(1994) }
{ error(1145) method(1030) estim(1020) }
{ case(1353) use(1143) diagnosi(1136) }
{ health(3367) inform(1360) care(1135) }
{ model(3480) simul(1196) paramet(876) }
{ data(2317) use(1299) case(1017) }
{ time(1939) patient(1703) rate(768) }
{ high(1669) rate(1365) level(1280) }
{ drug(1928) target(777) effect(648) }
{ activ(1452) weight(1219) physic(1104) }
{ model(3404) distribut(989) bayesian(671) }
{ can(774) often(719) complex(702) }
{ inform(2794) health(2639) internet(1427) }
{ system(1976) rule(880) can(841) }
{ 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) }
{ network(2748) neural(1063) input(814) }
{ imag(2675) segment(2577) method(1081) }
{ patient(2315) diseas(1263) diabet(1191) }
{ studi(2440) review(1878) systemat(933) }
{ assess(1506) score(1403) qualiti(1306) }
{ treatment(1704) effect(941) patient(846) }
{ surgeri(1148) surgic(1085) robot(1054) }
{ problem(2511) optim(1539) algorithm(950) }
{ chang(1828) time(1643) increas(1301) }
{ concept(1167) ontolog(924) domain(897) }
{ clinic(1479) use(1117) guidelin(835) }
{ 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) }
{ 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) }
{ 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) }
{ studi(1119) effect(1106) posit(819) }
{ blood(1257) pressur(1144) flow(957) }
{ record(1888) medic(1808) patient(1693) }
{ 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) }
{ cost(1906) reduc(1198) effect(832) }
{ group(2977) signific(1463) compar(1072) }
{ sampl(1606) size(1419) use(1276) }
{ gene(2352) biolog(1181) express(1162) }
{ data(3008) multipl(1320) sourc(1022) }
{ first(2504) two(1366) second(1323) }
{ intervent(3218) particip(2042) group(1664) }
{ activ(1138) subject(705) human(624) }
{ patient(1821) servic(1111) care(1106) }
{ use(2086) technolog(871) perceiv(783) }
{ can(981) present(881) function(850) }
{ analysi(2126) use(1163) compon(1037) }
{ health(1844) social(1437) communiti(874) }
{ structur(1116) can(940) graph(676) }
{ cancer(2502) breast(956) screen(824) }
{ survey(1388) particip(1329) question(1065) }
{ decis(3086) make(1611) patient(1517) }
{ process(1125) use(805) approach(778) }
{ method(1969) cluster(1462) data(1082) }
{ method(2212) result(1239) propos(1039) }
{ detect(2391) sensit(1101) algorithm(908) }

Resumo

This paper presents a semantic labeling framework with geodesic propagation (GP). Under the same framework, three algorithms are proposed, including GP, supervised GP (SGP) for image, and hybrid GP (HGP) for video. In these algorithms, we resort to the recognition proposal map and select confident pixels with maximum probability as the initial propagation seeds. From these seeds, the GP algorithm iteratively updates the weights of geodesic distances until the semantic labels are propagated to all pixels. On the contrary, the SGP algorithm further exploits the contextual information to guide the direction of propagation, leading to better performance but higher computational complexity than the GP. For video labeling, we further propose the HGP algorithm, in which the geodesic metric is used in both spatial and temporal spaces. Experiments on four public data sets show that our algorithms outperform several state-of-the-art methods. With the GP framework, convincing results for both image and video semantic labeling can be obtained.

Resumo Limpo

paper present semant label framework geodes propag gp framework three algorithm propos includ gp supervis gp sgp imag hybrid gp hgp video algorithm resort recognit propos map select confid pixel maximum probabl initi propag seed seed gp algorithm iter updat weight geodes distanc semant label propag pixel contrari sgp algorithm exploit contextu inform guid direct propag lead better perform higher comput complex gp video label propos hgp algorithm geodes metric use spatial tempor space experi four public data set show algorithm outperform sever stateoftheart method gp framework convinc result imag video semant label can obtain

Resumos Similares

Comput Math Methods Med - On multilabel classification methods of incompletely labeled biomedical text data. ( 0,867827212816203 )
IEEE Trans Image Process - Structured max-margin learning for inter-related classifier training and multilabel image annotation. ( 0,839983633470313 )
IEEE Trans Image Process - A linear support higher-order tensor machine for classification. ( 0,829316611162324 )
IEEE Trans Image Process - Task-specific image partitioning. ( 0,828789529502269 )
IEEE Trans Pattern Anal Mach Intell - Distance-Based Image Classification: Generalizing to New Classes at Near Zero Cost. ( 0,822999313580014 )
J. Comput. Biol. - Imbalanced class learning in epigenetics. ( 0,821697723786876 )
Neural Comput - Computing sparse representations of multidimensional signals using Kronecker bases. ( 0,821525429733447 )
Int J Neural Syst - Structurally enhanced incremental neural learning for image classification with subgraph extraction. ( 0,819653540689191 )
J Med Syst - 3D similarity-dissimilarity plot for high dimensional data visualization in the context of biomedical pattern classification. ( 0,819024391766479 )
IEEE Trans Neural Netw Learn Syst - A Kernel Classification Framework for Metric Learning. ( 0,815633304775767 )
IEEE Trans Image Process - Multiview Hessian regularization for image annotation. ( 0,814054667454985 )
Neural Comput - Reduction from cost-sensitive ordinal ranking to weighted binary classification. ( 0,812802341632416 )
Neural Comput - Adaptive metric learning vector quantization for ordinal classification. ( 0,806804978561413 )
IEEE Trans Neural Netw Learn Syst - Adaptive Batch Mode Active Learning. ( 0,804558047191023 )
IEEE Trans Image Process - Manifold regularized multitask learning for semi-supervised multilabel image classification. ( 0,799587545638068 )
J Biomed Inform - Portable automatic text classification for adverse drug reaction detection via multi-corpus training. ( 0,796892137262225 )
IEEE Trans Image Process - Joint segmentation of images and scanned point cloud in large-scale street scenes with low-annotation cost. ( 0,796858634001856 )
J Biomed Inform - Class proximity measures--dissimilarity-based classification and display of high-dimensional data. ( 0,795217426332637 )
J Am Med Inform Assoc - Learning classification models with soft-label information. ( 0,794254459763463 )
IEEE Trans Pattern Anal Mach Intell - Weakly Supervised Recognition of Daily Life Activities with Wearable Sensors. ( 0,793406894011086 )
IEEE Trans Pattern Anal Mach Intell - Facial Age Estimation by Learning from Label Distributions. ( 0,793288408697366 )
IEEE Trans Image Process - Improving Web image search by bag-based reranking. ( 0,792084227140899 )
IEEE Trans Image Process - Self-supervised online metric learning with low rank constraint for scene categorization. ( 0,791793907031692 )
J Biomed Inform - Semi-supervised clinical text classification with Laplacian SVMs: an application to cancer case management. ( 0,788161247155998 )
Int J Neural Syst - Aggregation of sparse linear discriminant analyses for event-related potential classification in brain-computer interface. ( 0,787870061978309 )
Neural Comput - Metacognitive learning in a fully complex-valued radial basis function neural network. ( 0,786776049219745 )
IEEE Trans Pattern Anal Mach Intell - Feature Selection and Kernel Learning for Local Learning-Based Clustering. ( 0,784541734268838 )
Comput. Biol. Med. - Sparse Manifold Clustering and Embedding to discriminate gene expression profiles of glioblastoma and meningioma tumors. ( 0,781521652618284 )
IEEE J Biomed Health Inform - Systematic Poisoning Attacks on and Defenses for Machine Learning in Healthcare. ( 0,780596212899778 )
IEEE Trans Pattern Anal Mach Intell - Trainable Convolution Filters and Their Application to Face Recognition. ( 0,778995897066137 )
IEEE Trans Image Process - Active learning for solving the incomplete data problem in facial age classification by the furthest nearest-neighbor criterion. ( 0,777761976881366 )
IEEE Trans Image Process - Unsupervised amplitude and texture classification of SAR images with multinomial latent model. ( 0,776035543494224 )
Comput. Biol. Med. - Robust prediction of protein subcellular localization combining PCA and WSVMs. ( 0,774942935092145 )
IEEE Trans Image Process - Hyperspectral image classification through bilayer graph-based learning. ( 0,773625061850182 )
IEEE Trans Image Process - Incremental training of a detector using online sparse eigendecomposition. ( 0,770615267656376 )
IEEE Trans Pattern Anal Mach Intell - Label Consistent K-SVD: Learning A Discriminative Dictionary for Recognition. ( 0,768886666974098 )
Neural Comput - Online learning with (multiple) kernels: a review. ( 0,767042789143527 )
J Biomed Inform - Applying active learning to assertion classification of concepts in clinical text. ( 0,757291798977872 )
J Biomed Inform - Multi-label classification of chronically ill patients with bag of words and supervised dimensionality reduction algorithms. ( 0,756548631956309 )
Comput Math Methods Med - Correlation kernels for support vector machines classification with applications in cancer data. ( 0,755874781137538 )
Neural Comput - Divergence-based vector quantization. ( 0,750591377980572 )
J Biomed Inform - Learning classification models from multiple experts. ( 0,746554168693951 )
Int J Neural Syst - Span: spike pattern association neuron for learning spatio-temporal spike patterns. ( 0,745496969891397 )
IEEE Trans Neural Netw Learn Syst - An efficient topological distance-based tree kernel. ( 0,744997135650582 )
AMIA Annu Symp Proc - Comparison and combination of several MeSH indexing approaches. ( 0,743259596335292 )
Comput. Biol. Med. - EEG-based emotion estimation using Bayesian weighted-log-posterior function and perceptron convergence algorithm. ( 0,7397927301012 )
J Biomed Inform - Incremental Gaussian Discriminant Analysis based on Graybill and Deal weighted combination of estimators for brain tumour diagnosis. ( 0,739502780638564 )
Int J Neural Syst - Online semi-supervised growing neural gas. ( 0,737785629088095 )
IEEE Trans Image Process - Supervised ordering in IRp: application to morphological processing of hyperspectral images. ( 0,732182911000784 )
Comput Methods Programs Biomed - Multistage approach for clustering and classification of ECG data. ( 0,731156069729865 )
J Am Med Inform Assoc - Active learning for clinical text classification: is it better than random sampling? ( 0,730883446680933 )
IEEE Trans Pattern Anal Mach Intell - Improved Object Categorization and Detection Using Comparative Object Similarity. ( 0,730881018833711 )
J. Comput. Biol. - Locally learning biomedical data using diffusion frames. ( 0,725905020772921 )
IEEE Trans Image Process - Learning discriminative dictionary for group sparse representation. ( 0,72346104380217 )
IEEE Trans Image Process - Multiple-kernel, multiple-instance similarity features for efficient visual object detection. ( 0,723168917151713 )
IEEE Trans Neural Netw Learn Syst - ML-Tree: a tree-structure-based approach to multilabel learning. ( 0,722363492301208 )
IEEE Trans Image Process - Object detection with DoG scale-space: a multiple kernel learning approach. ( 0,722169768856535 )
IEEE Trans Pattern Anal Mach Intell - A Bag-of-Features Framework to Classify Time Series. ( 0,720581849262209 )
J Chem Inf Model - Note on naive Bayes based on binary descriptors in cheminformatics. ( 0,719406369669223 )
Int J Neural Syst - Linear time relational prototype based learning. ( 0,719203966720576 )
IEEE Trans Image Process - Real-time probabilistic covariance tracking with efficient model update. ( 0,719053676528748 )
Comput Methods Programs Biomed - Modified CC-LR algorithm with three diverse feature sets for motor imagery tasks classification in EEG based brain-computer interface. ( 0,717299697227161 )
IEEE Trans Pattern Anal Mach Intell - Feature Selection with Conjunctions of Decision Stumps and Learning from Microarray Data. ( 0,714010805807824 )
IEEE Trans Image Process - Design of non-linear kernel dictionaries for object recognition. ( 0,712770911217853 )
IEEE Trans Image Process - Saliency and gist features for target detection in satellite images. ( 0,710145279777895 )
J Biomed Inform - Active learning strategies for the deduplication of electronic patient data using classification trees. ( 0,708234472009873 )
IEEE Trans Pattern Anal Mach Intell - Scene-Specific Pedestrian Detection for Static Video Surveillance. ( 0,708149419885825 )
Neural Comput - Multiple spectral kernel learning and a gaussian complexity computation. ( 0,703972201579728 )
IEEE Trans Image Process - Artistic image analysis using graph-based learning approaches. ( 0,703796779780839 )
IEEE Trans Pattern Anal Mach Intell - Good Practice in Large-Scale Learning for Image Classification. ( 0,70189701993319 )
IEEE Trans Pattern Anal Mach Intell - Robust Object Tracking with Online Multiple Instance Learning. ( 0,701030636339058 )
J Chem Inf Model - Training based on ligand efficiency improves prediction of bioactivities of ligands and drug target proteins in a machine learning approach. ( 0,699397789161602 )
Neural Comput - Representing objects, relations, and sequences. ( 0,698895991358419 )
Neural Comput - Mismatched training and test distributions can outperform matched ones. ( 0,695052941544236 )
Artif Intell Med - A classifier ensemble approach for the missing feature problem. ( 0,693224713046438 )
Int J Comput Assist Radiol Surg - Statistical shape model of a liver for autopsy imaging. ( 0,69200667586131 )
Neural Comput - Unsupervised learning of generative and discriminative weights encoding elementary image components in a predictive coding model of cortical function. ( 0,69069934178006 )
AMIA Annu Symp Proc - Sample-efficient learning with auxiliary class-label information. ( 0,689024615061047 )
IEEE Trans Pattern Anal Mach Intell - Representation Learning: A Review and New Perspectives. ( 0,688660062888128 )
IEEE Trans Pattern Anal Mach Intell - Learning Categories from Few Examples with Multi Model Knowledge Transfer. ( 0,688264842190994 )
IEEE Trans Pattern Anal Mach Intell - Learning Hierarchical Features for Scene Labeling. ( 0,688219787975115 )
Neural Comput - Large margin low rank tensor analysis. ( 0,686061280413709 )
IEEE Trans Pattern Anal Mach Intell - The Effect of Model Misspecification on Semi-Supervised Classification. ( 0,684311679145488 )
AMIA Annu Symp Proc - Classification of medication status change in clinical narratives. ( 0,683737133824635 )
BMC Med Inform Decis Mak - Learning to improve medical decision making from imbalanced data without a priori cost. ( 0,682950203512933 )
Comput Math Methods Med - Local temporal correlation common spatial patterns for single trial EEG classification during motor imagery. ( 0,679924502929905 )
Comput Methods Programs Biomed - Comparison of machine learning methods for classifying aphasic and non-aphasic speakers. ( 0,678119147836341 )
J Chem Inf Model - Atom environment kernels on molecules. ( 0,6781060334984 )
IEEE Trans Pattern Anal Mach Intell - Camera Localization using Trajectories and Maps. ( 0,675802609434597 )
IEEE Trans Neural Netw Learn Syst - Ordinal Distance Metric Learning for Image Ranking. ( 0,67174457794711 )
Comput Math Methods Med - A novel multiinstance learning approach for liver cancer recognition on abdominal CT images based on CPSO-SVM and IO. ( 0,669569066627094 )
Neural Comput - Adaptive multiclass classification for brain computer interfaces. ( 0,66901098503013 )
IEEE Trans Image Process - Cooperative sparse representation in two opposite directions for semi-supervised image annotation. ( 0,66716301400596 )
IEEE Trans Image Process - Real-time object tracking via online discriminative feature selection. ( 0,665219313936336 )
Artif Intell Med - Screening nonrandomized studies for medical systematic reviews: a comparative study of classifiers. ( 0,664770874981435 )
J Biomed Inform - Temporal relation discovery between events and temporal expressions identified in clinical narrative. ( 0,664643726285854 )
Artif Intell Med - A fuzzy-based data transformation for feature extraction to increase classification performance with small medical data sets. ( 0,663780657500415 )
IEEE Trans Image Process - Blur and illumination robust face recognition via set-theoretic characterization. ( 0,663431967460262 )
IEEE Trans Image Process - Grassmannian regularized structured multi-view embedding for image classification. ( 0,663228503800951 )
Med Decis Making - The Impact of Oversampling with SMOTE on the Performance of 3 Classifiers in Prediction of Type 2 Diabetes. ( 0,658870121792057 )