IEEE Trans Image Process - Label transfer by measuring compactness.

Tópicos

{ perform(999) metric(946) measur(919) }
{ learn(2355) train(1041) set(1003) }
{ imag(2675) segment(2577) method(1081) }
{ featur(3375) classif(2383) classifi(1994) }
{ can(981) present(881) function(850) }
{ measur(2081) correl(1212) valu(896) }
{ extract(1171) text(1153) clinic(932) }
{ method(1219) similar(1157) match(930) }
{ visual(1396) interact(850) tool(830) }
{ analysi(2126) use(1163) compon(1037) }
{ high(1669) rate(1365) level(1280) }
{ surgeri(1148) surgic(1085) robot(1054) }
{ cost(1906) reduc(1198) effect(832) }
{ framework(1458) process(801) describ(734) }
{ error(1145) method(1030) estim(1020) }
{ concept(1167) ontolog(924) domain(897) }
{ algorithm(1844) comput(1787) effici(935) }
{ featur(1941) imag(1645) propos(1176) }
{ bind(1733) structur(1185) ligand(1036) }
{ sequenc(1873) structur(1644) protein(1328) }
{ take(945) account(800) differ(722) }
{ assess(1506) score(1403) qualiti(1306) }
{ treatment(1704) effect(941) patient(846) }
{ method(1557) propos(1049) approach(1037) }
{ case(1353) use(1143) diagnosi(1136) }
{ research(1085) discuss(1038) issu(1018) }
{ model(2341) predict(2261) use(1141) }
{ studi(1119) effect(1106) posit(819) }
{ ehr(2073) health(1662) electron(1139) }
{ sampl(1606) size(1419) use(1276) }
{ first(2504) two(1366) second(1323) }
{ intervent(3218) particip(2042) group(1664) }
{ use(976) code(926) identifi(902) }
{ drug(1928) target(777) effect(648) }
{ method(1969) cluster(1462) data(1082) }
{ model(3404) distribut(989) bayesian(671) }
{ can(774) often(719) complex(702) }
{ imag(1947) propos(1133) code(1026) }
{ data(1737) use(1416) pattern(1282) }
{ inform(2794) health(2639) internet(1427) }
{ system(1976) rule(880) can(841) }
{ imag(1057) registr(996) error(939) }
{ imag(2830) propos(1344) filter(1198) }
{ network(2748) neural(1063) input(814) }
{ patient(2315) diseas(1263) diabet(1191) }
{ studi(2440) review(1878) systemat(933) }
{ motion(1329) object(1292) video(1091) }
{ problem(2511) optim(1539) algorithm(950) }
{ chang(1828) time(1643) increas(1301) }
{ clinic(1479) use(1117) guidelin(835) }
{ 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) }
{ method(984) reconstruct(947) comput(926) }
{ 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) }
{ system(1050) medic(1026) inform(1018) }
{ import(1318) role(1303) understand(862) }
{ compound(1573) activ(1297) structur(1058) }
{ perform(1367) use(1326) method(1137) }
{ blood(1257) pressur(1144) flow(957) }
{ 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) }
{ 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) }
{ group(2977) signific(1463) compar(1072) }
{ gene(2352) biolog(1181) express(1162) }
{ data(3008) multipl(1320) sourc(1022) }
{ activ(1138) subject(705) human(624) }
{ time(1939) patient(1703) rate(768) }
{ patient(1821) servic(1111) care(1106) }
{ use(2086) technolog(871) perceiv(783) }
{ health(1844) social(1437) communiti(874) }
{ structur(1116) can(940) graph(676) }
{ cancer(2502) breast(956) screen(824) }
{ use(1733) differ(960) four(931) }
{ 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) }
{ 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

This paper presents a new automatic image annotation algorithm. First, we introduce a new similarity measure between images: compactness. This uses low level visual descriptors for determining the similarity between two images. Compactness shows how close test image features lie to training image feature cluster centers. The measure provides the core for a k-nearest neighbor type image annotation method. Afterward, a formalism for defining different transfer techniques is devised and several label transfer techniques are provided. The method as whole is evaluated on four image annotation benchmarks. The results on these sets validate the accuracy of the approach, which outperforms many state-of-the-art annotation methods. The method presented here requires a simple training process, efficiently combines different feature types and performs better than complex learning algorithms, even in this incipient form. The main contributions of this paper are the usage of compactness as a similarity measure that enables efficient low level feature comparison and an annotation algorithm based on label transfer.

Resumo Limpo

paper present new automat imag annot algorithm first introduc new similar measur imag compact use low level visual descriptor determin similar two imag compact show close test imag featur lie train imag featur cluster center measur provid core knearest neighbor type imag annot method afterward formal defin differ transfer techniqu devis sever label transfer techniqu provid method whole evalu four imag annot benchmark result set valid accuraci approach outperform mani stateoftheart annot method method present requir simpl train process effici combin differ featur type perform better complex learn algorithm even incipi form main contribut paper usag compact similar measur enabl effici low level featur comparison annot algorithm base label transfer

Resumos Similares

Comput. Biol. Med. - Retinal artery and venular caliber grading: a semi-automated evaluation tool. ( 0,658594107867019 )
IEEE Trans Image Process - Multiple-kernel, multiple-instance similarity features for efficient visual object detection. ( 0,654504611376209 )
IEEE Trans Image Process - Saliency and gist features for target detection in satellite images. ( 0,648544939534764 )
Comput. Biol. Med. - Similarity measure for quality control of dental CAD/CAM-applications. ( 0,635804020003216 )
J Biomed Inform - An ontology-based similarity measure for biomedical data-application to radiology reports. ( 0,623990826910194 )
IEEE Trans Pattern Anal Mach Intell - Online Multiple Kernel Similarity Learning for Visual Search. ( 0,619025064068854 )
IEEE Trans Image Process - Decomposition-based transfer distance metric learning for image classification. ( 0,618867830941086 )
Comput Math Methods Med - Retrieval of brain tumors with region-specific bag-of-visual-words representations in contrast-enhanced MRI images. ( 0,613223001543803 )
Comput Methods Programs Biomed - Lung tumor segmentation in PET images using graph cuts. ( 0,608571983953633 )
Comput Math Methods Med - Pulse waveform classification using support vector machine with Gaussian time warp edit distance kernel. ( 0,606255829217047 )
Comput Methods Programs Biomed - Segmentation of abdominal organs from CT using a multi-level, hierarchical neural network strategy. ( 0,601524144327314 )
J Chem Inf Model - SCISSORS: practical considerations. ( 0,601510410162024 )
IEEE Trans Image Process - Image quality assessment using multi-method fusion. ( 0,594617230028184 )
IEEE Trans Neural Netw Learn Syst - A Kernel Classification Framework for Metric Learning. ( 0,587878656037291 )
Comput Math Methods Med - Mixed-norm regularization for brain decoding. ( 0,586635838024351 )
Int J Comput Assist Radiol Surg - Automatic scoring of virtual mastoidectomies using expert examples. ( 0,582099766068326 )
Int J Neural Syst - Aggregation of sparse linear discriminant analyses for event-related potential classification in brain-computer interface. ( 0,57914656277535 )
Comput. Biol. Med. - Effect of genetic regions on the correlation between single point mutation variability and morbidity. ( 0,578082507487981 )
IEEE Trans Image Process - 3-D object retrieval and recognition with hypergraph analysis. ( 0,575362296735325 )
Comput. Biol. Med. - Robust prediction of protein subcellular localization combining PCA and WSVMs. ( 0,570657296869053 )
Neural Comput - A new class of metrics for spike trains. ( 0,570145071208789 )
IEEE Trans Pattern Anal Mach Intell - Learning Hierarchical Features for Scene Labeling. ( 0,569345650310799 )
IEEE Trans Vis Comput Graph - Enhanced Spatial Stability with Hilbert and Moore Treemaps. ( 0,566887195960384 )
J Biomed Inform - Incremental Gaussian Discriminant Analysis based on Graybill and Deal weighted combination of estimators for brain tumour diagnosis. ( 0,56634611452438 )
IEEE Trans Image Process - Artistic image analysis using graph-based learning approaches. ( 0,566269002324491 )
IEEE J Biomed Health Inform - Content Based Image Retrieval by Metric Learning from Radiology Reports: Application to Interstitial Lung Diseases. ( 0,565592941916503 )
Artif Intell Med - Texture feature ranking with relevance learning to classify interstitial lung disease patterns. ( 0,563722549279112 )
J Biomed Inform - Portable automatic text classification for adverse drug reaction detection via multi-corpus training. ( 0,563063426866965 )
Comput Methods Programs Biomed - Multistage approach for clustering and classification of ECG data. ( 0,5620281644925 )
Int J Comput Assist Radiol Surg - Three-dimensional skeletonization and symbolic description in vascular imaging: preliminary results. ( 0,561767568110585 )
J Biomed Inform - Quality assessment of data discrimination using self-organizing maps. ( 0,55918813416938 )
AMIA Annu Symp Proc - Knowledge-based method for determining the meaning of ambiguous biomedical terms using information content measures of similarity. ( 0,558235653616142 )
IEEE J Biomed Health Inform - Identifying mammalian MicroRNA targets based on supervised distance metric learning. ( 0,557602782730998 )
BMC Med Inform Decis Mak - On the efficacy of per-relation basis performance evaluation for PPI extraction and a high-precision rule-based approach. ( 0,55717238311736 )
J Med Syst - A software framework for building biomedical machine learning classifiers through grid computing resources. ( 0,5533423771444 )
IEEE Trans Image Process - Image segmentation using local variation and edge-weighted centroidal Voronoi tessellations. ( 0,549040956519022 )
Artif Intell Med - Improved cosine similarity measures of simplified neutrosophic sets for medical diagnoses. ( 0,548607892899768 )
J Med Syst - Classification of speech dysfluencies using LPC based parameterization techniques. ( 0,548532668463384 )
IEEE Trans Image Process - Linear time distances between fuzzy sets with applications to pattern matching and classification. ( 0,548119520539096 )
IEEE Trans Image Process - Co-transduction for shape retrieval. ( 0,548117366849507 )
J Biomed Inform - An enhanced CRFs-based system for information extraction from radiology reports. ( 0,5467044388664 )
Comput Math Methods Med - Correlation kernels for support vector machines classification with applications in cancer data. ( 0,546493606400882 )
Artif Intell Med - An evaluation of heuristics for rule ranking. ( 0,54332218994686 )
IEEE Trans Image Process - Self-supervised online metric learning with low rank constraint for scene categorization. ( 0,542171787837859 )
Comput Methods Programs Biomed - Assessment of acrosome state in boar spermatozoa heads using n-contours descriptor and RLVQ. ( 0,540204976386741 )
IEEE Trans Pattern Anal Mach Intell - Distance-Based Image Classification: Generalizing to New Classes at Near Zero Cost. ( 0,538068234978963 )
Methods Inf Med - Investigating recurrent neural networks for OCT A-scan based tissue analysis. ( 0,536601412326561 )
J Biomed Inform - Active learning strategies for the deduplication of electronic patient data using classification trees. ( 0,535338709535122 )
Artif Intell Med - Suppressed fuzzy-soft learning vector quantization for MRI segmentation. ( 0,534159788235663 )
IEEE Trans Image Process - View-based discriminative probabilistic modeling for 3D object retrieval and recognition. ( 0,53362951915781 )
AMIA Annu Symp Proc - Shortest Path Edit Distance for Enhancing UMLS Integration and Audit. ( 0,528704432833849 )
IEEE Trans Image Process - Fuzzy C-means clustering with local information and kernel metric for image segmentation. ( 0,528140722849757 )
J Am Med Inform Assoc - Applying active learning to supervised word sense disambiguation in MEDLINE. ( 0,527659247204217 )
Comput Math Methods Med - Hierarchical mergence approach to cell detection in phase contrast microscopy images. ( 0,527338846636784 )
IEEE Trans Image Process - Hierarchical String Cuts: A Translation, Rotation, Scale and Mirror Invariant Descriptor for Fast Shape Retrieval. ( 0,527179451673573 )
Int J Comput Assist Radiol Surg - 3D ultrasound centerline tracking of abdominal vessels for?endovascular navigation. ( 0,526335967466339 )
IEEE Trans Image Process - Person re-identification over camera networks using multi-task distance metric learning. ( 0,524495220229739 )
IEEE Trans Image Process - Two-dimensional approach to full-reference image quality assessment based on positional structural information. ( 0,524419199439712 )
Comput. Biol. Med. - Relabeling algorithm for retrieval of noisy instances and improving prediction quality. ( 0,524413074646701 )
Neural Comput - Feature selection for ordinal text classification. ( 0,524361922347076 )
AMIA Annu Symp Proc - Metrics for assessing the quality of value sets in clinical quality measures. ( 0,5237834590119 )
IEEE Trans Image Process - Evaluating combinational illumination estimation methods on real-world images. ( 0,523742875594779 )
IEEE Trans Vis Comput Graph - Scheduling in Heterogeneous Computing Environments for Proximity Queries. ( 0,522828347349993 )
J Am Med Inform Assoc - Named entity recognition of follow-up and time information in 20,000 radiology reports. ( 0,521820580650939 )
Artif Intell Med - Similarity metrics for surgical process models. ( 0,520026600303885 )
Med Biol Eng Comput - Novel non-invasive method of measurement of endothelial function: enclosed-zone flow-mediated dilatation (ezFMD). ( 0,519626588423608 )
J Chem Inf Model - Large-scale learning of structure-activity relationships using a linear support vector machine and problem-specific metrics. ( 0,518745181161101 )
Int J Comput Assist Radiol Surg - Fast and flexible distance measures for treatment planning. ( 0,518350739396756 )
J Biomed Inform - A controlled greedy supervised approach for co-reference resolution on clinical text. ( 0,518149484006165 )
Comput Methods Programs Biomed - Comparison of organs' shapes with geometric and Zernike 3D moments. ( 0,518125855102443 )
J Biomed Inform - Evaluating semantic similarity and relatedness over the semantic grouping of clinical term pairs. ( 0,517866982426071 )
Brief. Bioinformatics - Class-imbalanced classifiers for high-dimensional data. ( 0,517704943023231 )
J Chem Inf Model - Classifying large chemical data sets: using a regularized potential function method. ( 0,517588749821013 )
Comput Methods Programs Biomed - Computer-aided diagnosis system: a Bayesian hybrid classification method. ( 0,517256755780147 )
Comput. Biol. Med. - Heartbeat classification using disease-specific feature selection. ( 0,517059643194522 )
Neural Comput - Exploitation of pairwise class distances for ordinal classification. ( 0,515998885196008 )
IEEE Trans Image Process - Inverse halftoning based on the bayesian theorem. ( 0,515420276847803 )
J Integr Bioinform - Inter-STOP symbol distances for the identification of coding regions. ( 0,514827512907146 )
J Am Med Inform Assoc - A sequence labeling approach to link medications and their attributes in clinical notes and clinical trial announcements for information extraction. ( 0,514496435208218 )
Comput. Biol. Med. - Boundary detection in carotid ultrasound images using dynamic programming and a directional Haar-like filter. ( 0,514448529946289 )
AMIA Annu Symp Proc - U-path: An undirected path-based measure of semantic similarity. ( 0,514408294540536 )
IEEE Trans Pattern Anal Mach Intell - Classification and Boosting with Multiple Collaborative Representations. ( 0,513871335064332 )
Artif Intell Med - Selection of effective features for ECG beat recognition based on nonlinear correlations. ( 0,513648130533578 )
Comput. Aided Surg. - Fast GPU-based CT reconstruction applied in ablation treatment for hepatocellular carcinoma. ( 0,510294700552355 )
IEEE Trans Pattern Anal Mach Intell - Learning Categories from Few Examples with Multi Model Knowledge Transfer. ( 0,510026401574361 )
Neural Comput - Improved similarity measures for small sets of spike trains. ( 0,509265196855227 )
J Med Syst - Discovering mammography-based machine learning classifiers for breast cancer diagnosis. ( 0,50847140083551 )
Comput. Biol. Med. - Neurocognitive disorder detection based on feature vectors extracted from VBM analysis of structural MRI. ( 0,508433024187217 )
IEEE Trans Image Process - An automatic graph-based approach for artery/vein classification in retinal images. ( 0,507856497826028 )
Int J Comput Assist Radiol Surg - Computer-aided diagnostics in digital pathology: automated evaluation of early-phase pancreatic cancer in mice. ( 0,506856816510739 )
Artif Intell Med - Cost-sensitive case-based reasoning using a genetic algorithm: application to medical diagnosis. ( 0,505925504518686 )
IEEE Trans Pattern Anal Mach Intell - Improved Iris Recognition Through Fusion of Hamming Distance and Fragile Bit Distance. ( 0,505266820138723 )
Comput Methods Programs Biomed - Automated detection of endotracheal tubes in paediatric chest radiographs. ( 0,503484249882721 )
J Biomed Inform - Class proximity measures--dissimilarity-based classification and display of high-dimensional data. ( 0,503370120776628 )
Comput. Biol. Med. - Automatic differential diagnosis of pancreatic serous and mucinous cystadenomas based on morphological features. ( 0,503196296689362 )
Comput Math Methods Med - Developing image processing meta-algorithms with data mining of multiple metrics. ( 0,503108307370597 )
Med Biol Eng Comput - Performance assessment of isolation methods for geometrical cerebral aneurysm analysis. ( 0,502966009255709 )
Int J Comput Assist Radiol Surg - Voxel classification and graph cuts for automated segmentation of pathological periprosthetic hip anatomy. ( 0,501198606651928 )
Comput Math Methods Med - Rotation covariant image processing for biomedical applications. ( 0,500602725679161 )
Comput Biol Chem - Complexity measures for the evolutionary categorization of organisms. ( 0,499496231978481 )