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.

Tópicos

{ featur(3375) classif(2383) classifi(1994) }
{ imag(2830) propos(1344) filter(1198) }
{ signal(2180) analysi(812) frequenc(800) }
{ data(1737) use(1416) pattern(1282) }
{ studi(2440) review(1878) systemat(933) }
{ network(2748) neural(1063) input(814) }
{ method(984) reconstruct(947) comput(926) }
{ featur(1941) imag(1645) propos(1176) }
{ process(1125) use(805) approach(778) }
{ research(1085) discuss(1038) issu(1018) }
{ learn(2355) train(1041) set(1003) }
{ assess(1506) score(1403) qualiti(1306) }
{ problem(2511) optim(1539) algorithm(950) }
{ method(1557) propos(1049) approach(1037) }
{ model(2220) cell(1177) simul(1124) }
{ howev(809) still(633) remain(590) }
{ research(1218) medic(880) student(794) }
{ use(1733) differ(960) four(931) }
{ model(3404) distribut(989) bayesian(671) }
{ can(774) often(719) complex(702) }
{ imag(2675) segment(2577) method(1081) }
{ treatment(1704) effect(941) patient(846) }
{ algorithm(1844) comput(1787) effici(935) }
{ control(1307) perform(991) simul(935) }
{ risk(3053) factor(974) diseas(938) }
{ system(1050) medic(1026) inform(1018) }
{ import(1318) role(1303) understand(862) }
{ compound(1573) activ(1297) structur(1058) }
{ record(1888) medic(1808) patient(1693) }
{ ehr(2073) health(1662) electron(1139) }
{ sampl(1606) size(1419) use(1276) }
{ time(1939) patient(1703) rate(768) }
{ patient(1821) servic(1111) care(1106) }
{ analysi(2126) use(1163) compon(1037) }
{ use(976) code(926) identifi(902) }
{ result(1111) use(1088) new(759) }
{ implement(1333) system(1263) develop(1122) }
{ survey(1388) particip(1329) question(1065) }
{ imag(1947) propos(1133) code(1026) }
{ 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) }
{ patient(2315) diseas(1263) diabet(1191) }
{ take(945) account(800) differ(722) }
{ motion(1329) object(1292) video(1091) }
{ 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) }
{ clinic(1479) use(1117) guidelin(835) }
{ extract(1171) text(1153) clinic(932) }
{ data(1714) softwar(1251) tool(1186) }
{ design(1359) user(1324) use(1319) }
{ 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) }
{ perform(999) metric(946) measur(919) }
{ model(2341) predict(2261) use(1141) }
{ visual(1396) interact(850) tool(830) }
{ perform(1367) use(1326) method(1137) }
{ studi(1119) effect(1106) posit(819) }
{ blood(1257) pressur(1144) flow(957) }
{ spatial(1525) area(1432) region(1030) }
{ health(3367) inform(1360) care(1135) }
{ model(3480) simul(1196) paramet(876) }
{ monitor(1329) mobil(1314) devic(1160) }
{ state(1844) use(1261) util(961) }
{ 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) }
{ 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) }
{ activ(1138) subject(705) human(624) }
{ use(2086) technolog(871) perceiv(783) }
{ can(981) present(881) function(850) }
{ health(1844) social(1437) communiti(874) }
{ structur(1116) can(940) graph(676) }
{ high(1669) rate(1365) level(1280) }
{ cancer(2502) breast(956) screen(824) }
{ drug(1928) target(777) effect(648) }
{ 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

So far, analysis and classification of urine cells number has become an important topic for medical diagnosis of some diseases. Therefore, in this study, we suggest a new technique 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. Some digital image processing methods such as noise reduction, contrast enhancement, segmentation, and morphological process are used for feature extraction stage of this ADWEENN in this study. Nowadays, the image processing and pattern recognition topics have come into prominence. The image processing concludes operation and design of systems that recognize patterns in data sets. In the past years, very difficulty in classification of microscopic images was the deficiency of enough methods to characterize. Lately, it is seen that, multi-resolution image analysis methods such as Gabor filters, discrete wavelet decompositions are superior to other classic methods for analysis of these microscopic images. In this study, the structure of the ADWEENN method composes of four stages. These are preprocessing stage, feature extraction stage, classification stage and testing stage. The Discrete Wavelet Transform (DWT) and adaptive wavelet entropy and energy is used for adaptive feature extraction in feature extraction stage to strengthen the premium features of the Artificial Neural Network (ANN) classifier in this study. Efficiency of the developed ADWEENN method was tested showing that an avarage of 97.58% recognition succes was obtained.

Resumo Limpo

far analysi classif urin cell number becom import topic medic diagnosi diseas therefor studi suggest new techniqu base adapt discret wavelet entropi energi neural network classifi adweenn recognit urin cell microscop imag independ rotat scale digit imag process method nois reduct contrast enhanc segment morpholog process use featur extract stage adweenn studi nowaday imag process pattern recognit topic come promin imag process conclud oper design system recogn pattern data set past year difficulti classif microscop imag defici enough method character late seen multiresolut imag analysi method gabor filter discret wavelet decomposit superior classic method analysi microscop imag studi structur adweenn method compos four stage preprocess stage featur extract stage classif stage test stage discret wavelet transform dwt adapt wavelet entropi energi use adapt featur extract featur extract stage strengthen premium featur artifici neural network ann classifi studi effici develop adweenn method test show avarag recognit succ obtain

Resumos Similares

Int J Comput Assist Radiol Surg - Using the low-pass monogenic signal framework for cell/background classification on multiple cell lines in bright-field microscope images. ( 0,74907168744985 )
Comput. Biol. Med. - Multi-level basis selection of wavelet packet decomposition tree for heart sound classification. ( 0,73675562096888 )
Comput. Biol. Med. - Ant colony optimization-based feature selection method for surface electromyography signals classification. ( 0,7283305666106 )
Comput. Biol. Med. - Odorant recognition using biological responses recorded in olfactory bulb of rats. ( 0,723971111040312 )
Comput. Biol. Med. - A novel real-time patient-specific seizure diagnosis algorithm based on analysis of EEG and ECG signals using spectral and spatial features and improved particle swarm optimization classifier. ( 0,719848105349092 )
Comput Methods Programs Biomed - Classification of the electrocardiogram signals using supervised classifiers and efficient features. ( 0,717758198118492 )
Med Biol Eng Comput - Wavelet-based sparse functional linear model with applications to EEGs seizure detection and epilepsy diagnosis. ( 0,714189461777412 )
Comput. Biol. Med. - EEG-based motor imagery classification using enhanced active segment selection and adaptive classifier. ( 0,7125788945525 )
Med Biol Eng Comput - Pathological speech signal analysis and classification using empirical mode decomposition. ( 0,711997874966959 )
J Med Syst - Detection of carotid artery disease by using Learning Vector Quantization Neural Network. ( 0,697151852521337 )
Comput. Biol. Med. - Noninvasive detection of mechanical prosthetic heart valve disorder. ( 0,696358197554035 )
Comput. Biol. Med. - Feature extraction and recognition of ictal EEG using EMD and SVM. ( 0,692699111288175 )
Comput Methods Programs Biomed - Automatic classification of sleep stages based on the time-frequency image of EEG signals. ( 0,689904388044258 )
Med Biol Eng Comput - Classification of multichannel EEG patterns using parallel hidden Markov models. ( 0,688203018282793 )
Int J Neural Syst - Comparison of ictal and interictal EEG signals using fractal features. ( 0,68479645816732 )
J Med Syst - Application of higher order spectra to identify epileptic EEG. ( 0,679082382487953 )
Med Biol Eng Comput - SEMG-based hand motion recognition using cumulative residual entropy and extreme learning machine. ( 0,67626053016466 )
Int J Neural Syst - Application of quantum-behaved particle swarm optimization to motor imagery EEG classification. ( 0,676061271605085 )
IEEE J Biomed Health Inform - Extracting and Selecting Distinctive EEG Features for Efficient Epileptic Seizure Prediction. ( 0,675367640177019 )
Comput Math Methods Med - The analysis of surface EMG signals with the wavelet-based correlation dimension method. ( 0,673215914128192 )
IEEE Trans Image Process - On the selection of optimal feature region set for robust digital image watermarking. ( 0,671020431192616 )
Int J Neural Syst - Automated diagnosis of epilepsy using CWT, HOS and texture parameters. ( 0,670493403031508 )
Artif Intell Med - Selection of effective features for ECG beat recognition based on nonlinear correlations. ( 0,669325818968548 )
J Med Syst - Analysis of infant cry through weighted linear prediction cepstral coefficients and Probabilistic Neural Network. ( 0,669283028922486 )
Med Biol Eng Comput - Predicting termination of paroxysmal atrial fibrillation using empirical mode decomposition of the atrial activity and statistical features of the heart rate variability. ( 0,668225898537012 )
Comput Methods Programs Biomed - Automatic sleep staging using empirical mode decomposition, discrete wavelet transform, time-domain, and nonlinear dynamics features of heart rate variability signals. ( 0,667274775110845 )
Comput. Biol. Med. - Empirical mode decomposition based ECG enhancement and QRS detection. ( 0,663524978181176 )
Artif Intell Med - Electrocardiogram analysis using a combination of statistical, geometric, and nonlinear heart rate variability features. ( 0,661885532299839 )
Comput Methods Programs Biomed - ECG beat classification using a cost sensitive classifier. ( 0,661853973517731 )
Med Biol Eng Comput - Signal feature extraction by multi-scale PCA and its application to respiratory sound classification. ( 0,661039551072877 )
Med Biol Eng Comput - Feature selection and classification of leukocytes using random forest. ( 0,657638676614946 )
J Med Syst - Classification of normal and diseased liver shapes based on Spherical Harmonics coefficients. ( 0,657551663518374 )
J Med Syst - A biomedical system based on artificial neural network and principal component analysis for diagnosis of the heart valve diseases. ( 0,655777732118947 )
Comput. Biol. Med. - Classification of EMG signals using PSO optimized SVM for diagnosis of neuromuscular disorders. ( 0,653237936203458 )
Comput Methods Programs Biomed - Classification of normal and epileptic seizure EEG signals using wavelet transform, phase-space reconstruction, and Euclidean distance. ( 0,65207746809356 )
J Clin Monit Comput - Classification of sleep apnea types using wavelet packet analysis of short-term ECG signals. ( 0,650766089553527 )
Artif Intell Med - Development of electroencephalographic pattern classifiers for real and imaginary thumb and index finger movements of one hand. ( 0,648161627670184 )
Comput Methods Programs Biomed - Complex extreme learning machine applications in terahertz pulsed signals feature sets. ( 0,646067203145624 )
Med Biol Eng Comput - Voiceless Arabic vowels recognition using facial EMG. ( 0,642532018186227 )
J Med Syst - A comparative study on classification of sleep stage based on EEG signals using feature selection and classification algorithms. ( 0,641730687021175 )
Int J Neural Syst - Single-trial motor imagery classification using asymmetry ratio, phase relation, wavelet-based fractal, and their selected combination. ( 0,640880172645247 )
IEEE Trans Image Process - A novel technique for subpixel image classification based on support vector machine. ( 0,640329872673057 )
Comput Math Methods Med - Determination of fetal state from cardiotocogram using LS-SVM with particle swarm optimization and binary decision tree. ( 0,637481724012379 )
Comput. Biol. Med. - Assessment of multichannel lung sounds parameterization for two-class classification in interstitial lung disease patients. ( 0,637304275010515 )
IEEE Trans Image Process - 3D+t morphological processing: applications to embryogenesis image analysis. ( 0,636162934054239 )
Comput Methods Programs Biomed - Automatic classification of the interferential tear film lipid layer using colour texture analysis. ( 0,635880644317688 )
J Med Syst - Computer aided diagnosis system for breast cancer based on color Doppler flow imaging. ( 0,633832035997469 )
Comput. Biol. Med. - Ensemble classification of colon biopsy images based on information rich hybrid features. ( 0,631966091612541 )
J Clin Monit Comput - Identification of apnea during respiratory monitoring using support vector machine classifier: a pilot study. ( 0,631808888697685 )
J Med Syst - Enhanced cancer recognition system based on random forests feature elimination algorithm. ( 0,631308092741159 )
Int J Neural Syst - Extraction of neural control commands using myoelectric pattern recognition: a novel application in adults with cerebral palsy. ( 0,630974403754132 )
J Am Med Inform Assoc - A comparative analysis of methods for predicting clinical outcomes using high-dimensional genomic datasets. ( 0,629095553904316 )
IEEE Trans Pattern Anal Mach Intell - Compactly Supported Basis Functions as Support Vector Kernels for Classification. ( 0,628487499793052 )
Comput Methods Programs Biomed - Classifying depression patients and normal subjects using machine learning techniques and nonlinear features from EEG signal. ( 0,626856210196713 )
J Med Syst - Effect of multiscale PCA de-noising on EMG signal classification for diagnosis of neuromuscular disorders. ( 0,62621268563493 )
Comput. Biol. Med. - Automatic classification of infant sleep based on instantaneous frequencies in a single-channel EEG signal. ( 0,625861653375443 )
Comput. Biol. Med. - Research of fetal ECG extraction using wavelet analysis and adaptive filtering. ( 0,62165332357223 )
Int J Neural Syst - Combination of heterogeneous EEG feature extraction methods and stacked sequential learning for sleep stage classification. ( 0,621648050486377 )
J Med Syst - Diagnosis of epilepsy from electroencephalography signals using multilayer perceptron and Elman Artificial Neural Networks and Wavelet Transform. ( 0,614718420032918 )
Comput. Biol. Med. - An ensemble system for automatic sleep stage classification using single channel EEG signal. ( 0,614713373734374 )
J Med Syst - Symptomatic vs. asymptomatic plaque classification in carotid ultrasound. ( 0,611806145304718 )
Artif Intell Med - Supervised machine learning-based classification of oral malodor based on the microbiota in saliva samples. ( 0,61040967539291 )
IEEE Trans Image Process - Multiclass maximum-likelihood symmetry determination and motif reconstruction of 3-D helical objects from projection images for electron microscopy. ( 0,609415160348935 )
Int J Neural Syst - Application of higher order cumulant features for cardiac health diagnosis using ECG signals. ( 0,609259080828593 )
Comput Math Methods Med - Ultrasound image enhancement using structure-based filtering. ( 0,608620490209175 )
IEEE Trans Image Process - Image inpainting on the basis of spectral structure from 2-D nonharmonic analysis. ( 0,607513677641232 )
Comput. Biol. Med. - Detection of seizures in EEG using subband nonlinear parameters and genetic algorithm. ( 0,607085048992439 )
Comput Methods Programs Biomed - Feature extraction for ECG heartbeats using higher order statistics of WPD coefficients. ( 0,606022165993339 )
Comput. Biol. Med. - A statistical based feature extraction method for breast cancer diagnosis in digital mammogram using multiresolution representation. ( 0,6060071069675 )
Int J Neural Syst - Application of empirical mode decomposition (emd) for automated detection of epilepsy using EEG signals. ( 0,605680253934016 )
IEEE Trans Pattern Anal Mach Intell - Learning Hierarchical Features for Scene Labeling. ( 0,60473214746504 )
J Med Syst - Statistical analysis of textural features for improved classification of oral histopathological images. ( 0,60415625275218 )
Comput. Biol. Med. - Detection of artifacts from high energy bursts in neonatal EEG. ( 0,603893884186515 )
Med Biol Eng Comput - Spatio-spectral filters for low-density surface electromyographic signal classification. ( 0,603776658972359 )
J Med Syst - Automatic and adaptive classification of electroencephalographic signals for brain computer interfaces. ( 0,603650000632825 )
Med Biol Eng Comput - Evaluation of feature extraction methods for EEG-based brain-computer interfaces in terms of robustness to slight changes in electrode locations. ( 0,603532440288088 )
IEEE Trans Image Process - Human detection in images via piecewise linear support vector machines. ( 0,603049722652018 )
Comput. Biol. Med. - A new feature extraction framework based on wavelets for breast cancer diagnosis. ( 0,60259269511433 )
J Med Syst - A new QRS detection method using wavelets and artificial neural networks. ( 0,602584505004561 )
Artif Intell Med - Automatic sleep scoring: a search for an optimal combination of measures. ( 0,601531772985285 )
Comput Methods Programs Biomed - Quantum and impulse noise filtering from breast mammogram images. ( 0,598538013437883 )
Artif Intell Med - Channel selection and classification of electroencephalogram signals: an artificial neural network and genetic algorithm-based approach. ( 0,598281778352207 )
Comput Methods Programs Biomed - Neural network and wavelet average framing percentage energy for atrial fibrillation classification. ( 0,598157491637882 )
J Med Syst - Employment and comparison of different Artificial Neural Networks for epilepsy diagnosis from EEG signals. ( 0,597737679085763 )
J Chem Inf Model - Choosing feature selection and learning algorithms in QSAR. ( 0,597592423651348 )
IEEE Trans Vis Comput Graph - Admissible Diffusion Wavelets and Their Applications in Space-Frequency Processing. ( 0,597285118407085 )
J Med Syst - Luminance sticker based facial expression recognition using discrete wavelet transform for physically disabled persons. ( 0,596009860337534 )
IEEE J Biomed Health Inform - Pixel-Level Tissue Classification for Ultrasound Images. ( 0,594252384183058 )
Artif Intell Med - Improving the accuracy of suicide attempter classification. ( 0,594127004624269 )
IEEE J Biomed Health Inform - Automatic Identification of Artifact-related Independent Components for Artifact Removal in EEG Recordings. ( 0,592927733694192 )
J Med Syst - Singular value decomposition based feature extraction technique for physiological signal analysis. ( 0,591780448610212 )
Comput Math Methods Med - SVM versus MAP on accelerometer data to distinguish among locomotor activities executed at different speeds. ( 0,591691035508445 )
IEEE J Biomed Health Inform - Novel fractal feature-based multiclass glaucoma detection and progression prediction. ( 0,591620803611998 )
J Med Syst - HMM for classification of Parkinson's disease based on the raw gait data. ( 0,591062491326522 )
Int J Comput Assist Radiol Surg - Building an ensemble system for diagnosing masses in mammograms. ( 0,590795117415344 )
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. ( 0,589327414094972 )
Comput. Biol. Med. - On the relevance of automatically selected single-voxel MRS and multimodal MRI and MRSI features for brain tumour differentiation. ( 0,58910536626673 )
Med Biol Eng Comput - Optimizing spatial filters for single-trial EEG classification via a discriminant extension to CSP: the Fisher criterion. ( 0,587982990061098 )
IEEE Trans Image Process - Kernel maximum autocorrelation factor and minimum noise fraction transformations. ( 0,587802309899738 )
Comput. Biol. Med. - A new dataset evaluation method based on category overlap. ( 0,587591867006426 )