IEEE Trans Image Process - A general fast registration framework by learning deformation-appearance correlation.

Tópicos

{ imag(1057) registr(996) error(939) }
{ framework(1458) process(801) describ(734) }
{ error(1145) method(1030) estim(1020) }
{ algorithm(1844) comput(1787) effici(935) }
{ activ(1138) subject(705) human(624) }
{ first(2504) two(1366) second(1323) }
{ method(1219) similar(1157) match(930) }
{ model(2341) predict(2261) use(1141) }
{ measur(2081) correl(1212) valu(896) }
{ method(1557) propos(1049) approach(1037) }
{ featur(3375) classif(2383) classifi(1994) }
{ cost(1906) reduc(1198) effect(832) }
{ can(774) often(719) complex(702) }
{ learn(2355) train(1041) set(1003) }
{ featur(1941) imag(1645) propos(1176) }
{ research(1085) discuss(1038) issu(1018) }
{ process(1125) use(805) approach(778) }
{ bind(1733) structur(1185) ligand(1036) }
{ concept(1167) ontolog(924) domain(897) }
{ case(1353) use(1143) diagnosi(1136) }
{ model(3480) simul(1196) paramet(876) }
{ imag(1947) propos(1133) code(1026) }
{ extract(1171) text(1153) clinic(932) }
{ general(901) number(790) one(736) }
{ studi(1119) effect(1106) posit(819) }
{ record(1888) medic(1808) patient(1693) }
{ state(1844) use(1261) util(961) }
{ data(3008) multipl(1320) sourc(1022) }
{ time(1939) patient(1703) rate(768) }
{ can(981) present(881) function(850) }
{ drug(1928) target(777) effect(648) }
{ method(2212) result(1239) propos(1039) }
{ model(3404) distribut(989) bayesian(671) }
{ data(1737) use(1416) pattern(1282) }
{ inform(2794) health(2639) internet(1427) }
{ system(1976) rule(880) can(841) }
{ 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) }
{ take(945) account(800) differ(722) }
{ studi(2440) review(1878) systemat(933) }
{ motion(1329) object(1292) video(1091) }
{ 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) }
{ 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) }
{ 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) }
{ perform(999) metric(946) measur(919) }
{ system(1050) medic(1026) inform(1018) }
{ import(1318) role(1303) understand(862) }
{ visual(1396) interact(850) tool(830) }
{ compound(1573) activ(1297) structur(1058) }
{ perform(1367) use(1326) method(1137) }
{ blood(1257) pressur(1144) flow(957) }
{ spatial(1525) area(1432) region(1030) }
{ health(3367) inform(1360) care(1135) }
{ monitor(1329) mobil(1314) devic(1160) }
{ ehr(2073) health(1662) electron(1139) }
{ 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) }
{ sampl(1606) size(1419) use(1276) }
{ gene(2352) biolog(1181) express(1162) }
{ intervent(3218) particip(2042) group(1664) }
{ patient(1821) servic(1111) care(1106) }
{ use(2086) technolog(871) perceiv(783) }
{ analysi(2126) use(1163) compon(1037) }
{ health(1844) social(1437) communiti(874) }
{ 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) }
{ 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) }
{ detect(2391) sensit(1101) algorithm(908) }

Resumo

In this paper, we propose a general framework for performance improvement of the current state-of-the-art registration algorithms in terms of both accuracy and computation time. The key concept involves rapid prediction of a deformation field for registration initialization, which is achieved by a statistical correlation model learned between image appearances and deformation fields. This allows us to immediately bring a template image as close as possible to a subject image that we need to register. The task of the registration algorithm is hence reduced to estimating small deformation between the subject image and the initially warped template image, i.e., the intermediate template (IT). Specifically, to obtain a good subject-specific initial deformation, support vector regression is utilized to determine the correlation between image appearances and their respective deformation fields. When registering a new subject onto the template, an initial deformation field is first predicted based on the subject's image appearance for generating an IT. With the IT, only the residual deformation needs to be estimated, presenting much less challenge to the existing registration algorithms. Our learning-based framework affords two important advantages: 1) by requiring only the estimation of the residual deformation between the IT and the subject image, the computation time can be greatly reduced; 2) by leveraging good deformation initialization, local minima giving suboptimal solution could be avoided. Our framework has been extensively evaluated using medical images from different sources, and the results indicate that, on top of accuracy improvement, significant registration speedup can be achieved, as compared with the case where no prediction of initial deformation is performed.

Resumo Limpo

paper propos general framework perform improv current stateoftheart registr algorithm term accuraci comput time key concept involv rapid predict deform field registr initi achiev statist correl model learn imag appear deform field allow us immedi bring templat imag close possibl subject imag need regist task registr algorithm henc reduc estim small deform subject imag initi warp templat imag ie intermedi templat specif obtain good subjectspecif initi deform support vector regress util determin correl imag appear respect deform field regist new subject onto templat initi deform field first predict base subject imag appear generat residu deform need estim present much less challeng exist registr algorithm learningbas framework afford two import advantag requir estim residu deform subject imag comput time can great reduc leverag good deform initi local minima give suboptim solut avoid framework extens evalu use medic imag differ sourc result indic top accuraci improv signific registr speedup can achiev compar case predict initi deform perform

Resumos Similares

Comput Math Methods Med - Effectiveness of variable-gain Kalman filter based on angle error calculated from acceleration signals in lower limb angle measurement with inertial sensors. ( 0,791887229247751 )
Int J Comput Assist Radiol Surg - C-arm angle measurement with accelerometer for brachytherapy: an accuracy study. ( 0,786093489276772 )
Comput Methods Programs Biomed - An enhanced method for registration of dental surfaces partially scanned by a 3D dental laser scanning. ( 0,784042699437422 )
Int J Med Robot - Accuracy of a hexapod parallel robot kinematics based external fixator. ( 0,783549673059517 )
Int J Comput Assist Radiol Surg - Acetabular orientation: anatomical and functional measurement. ( 0,782154390659293 )
Int J Comput Assist Radiol Surg - Determining the position of a patient reference from C-Arm views for image guided navigation. ( 0,781588579295083 )
Int J Comput Assist Radiol Surg - Position error reduction in a mechanical tracking linkage for arthroscopic hip surgery. ( 0,776297280785183 )
Int J Comput Assist Radiol Surg - Validation of automated ultrasound-CT registration of vertebrae. ( 0,772821833294231 )
Int J Comput Assist Radiol Surg - Quantitative evaluation for accumulative calibration error and video-CT registration errors in electromagnetic-tracked endoscopy. ( 0,764648122562925 )
Int J Med Robot - Comparison of optical and electromagnetic tracking for navigated lateral skull base surgery. ( 0,764486507215601 )
Med Biol Eng Comput - Novel framework for registration of pedobarographic image data. ( 0,76320779920302 )
Int J Comput Assist Radiol Surg - New prototype neuronavigation system based on preoperative imaging and intraoperative freehand ultrasound: system description and validation. ( 0,762095550376689 )
Int J Comput Assist Radiol Surg - Aortic valve prosthesis tracking for transapical aortic valve implantation. ( 0,761172561004138 )
Int J Med Robot - A study on the theoretical and practical accuracy of conoscopic holography-based surface measurements: toward image registration in minimally invasive surgery. ( 0,759428893790582 )
IEEE J Biomed Health Inform - Volume Preserved Mass-spring Model with Novel Constraints for Soft Tissue Deformation. ( 0,757885317020441 )
Comput Methods Programs Biomed - Automating the tracking of lymph nodes in follow-up studies of thoracic CT images. ( 0,753744881359484 )
J Med Syst - Unbiased group-wise image registration: applications in brain fiber tract atlas construction and functional connectivity analysis. ( 0,752863411024319 )
Int J Comput Assist Radiol Surg - A motion constrained cross-wire phantom for tracked 2D ultrasound calibration. ( 0,751673388786495 )
Int J Comput Assist Radiol Surg - Fast rigid registration of pre-operative magnetic resonance images to intra-operative ultrasound for neurosurgery based on high confidence gradient orientations. ( 0,750101159651828 )
Int J Comput Assist Radiol Surg - Electromagnetic tracking for US-guided interventions: standardized assessment of a new compact field generator. ( 0,749491378951159 )
Int J Comput Assist Radiol Surg - Minimization of target registration error for vertebra in image-guided spine surgery. ( 0,748592233998817 )
Int J Comput Assist Radiol Surg - Target visibility enhancement for C-arm cone beam CT-fluoroscopy-guided hepatic needle placement: implementation and accuracy evaluation. ( 0,748001476832488 )
Int J Comput Assist Radiol Surg - Real-time marker-free patient registration for electromagnetic navigated bronchoscopy: a phantom study. ( 0,747087129768544 )
Med Biol Eng Comput - Effect of fiducial marker defects on stereotactic target localization in the Leksell stereotactic system. ( 0,746400808461205 )
Comput Methods Programs Biomed - A comparative approach of four different image registration techniques for quantitative assessment of coronary artery calcium lesions using intravascular ultrasound. ( 0,746191307776281 )
Med Biol Eng Comput - Inertial sensors in estimating walking speed and inclination: an evaluation of sensor error models. ( 0,743622471868049 )
Comput Methods Programs Biomed - Performance comparison of accelerometer calibration algorithms based on 3D-ellipsoid fitting methods. ( 0,739922587868555 )
Int J Comput Assist Radiol Surg - 4D-CT Lung registration using anatomy-based multi-level multi-resolution optical flow analysis and thin-plate splines. ( 0,735072425954349 )
Comput. Aided Surg. - Effect of registration mode on neuronavigation precision: an exploration of the role of random error. ( 0,732065462836888 )
Int J Comput Assist Radiol Surg - Experimental evaluation of ultrasound-guided 3D needle steering in biological tissue. ( 0,728282900002439 )
Int J Comput Assist Radiol Surg - 2D-3D radiograph to cone-beam computed tomography (CBCT) registration for C-arm image-guided robotic surgery. ( 0,727571499935894 )
Int J Comput Assist Radiol Surg - Towards accurate, robust and practical ultrasound-CT registration of vertebrae for image-guided spine surgery. ( 0,725834882211234 )
Int J Comput Assist Radiol Surg - Video-guided calibration of an augmented reality mobile C-arm. ( 0,722009957432936 )
IEEE Trans Image Process - Robust through-the-wall radar image classification using a target-model alignment procedure. ( 0,72197060516136 )
Comput Math Methods Med - Multimodal spatial calibration for accurately registering EEG sensor positions. ( 0,721348550646503 )
J Med Syst - The effect of textile-based inductive coil sensor positions for heart rate monitoring. ( 0,720287042657499 )
Int J Comput Assist Radiol Surg - Optimized viewing angles for cardiac electrophysiology ablation procedures. ( 0,71962771432434 )
Int J Comput Assist Radiol Surg - An electromagnetic Tracker-in-Table configuration for X-ray fluoroscopy and cone-beam CT-guided surgery. ( 0,71936281595513 )
Methods Inf Med - Lung registration using automatically detected landmarks. ( 0,718128120568277 )
Comput. Aided Surg. - Properties of the target registration error for surface matching in neuronavigation. ( 0,715225960298745 )
Int J Comput Assist Radiol Surg - Prostate multimodality image registration based on B-splines and quadrature local energy. ( 0,71447911130461 )
Comput Methods Programs Biomed - Elastic image registration for guiding focal laser ablation of prostate cancer: preliminary results. ( 0,712767284813881 )
Int J Med Robot - Validation of the femoral component placement during hip resurfacing: a comparison between the conventional jig, patient-specific template, and CT-based navigation. ( 0,711751492836564 )
Comput Math Methods Med - Effect of relative marker movement on the calculation of the foot torsion axis using a combined Cardan angle and helical axis approach. ( 0,711611763794004 )
Int J Comput Assist Radiol Surg - Analysis of the micro-migration of sliding hip screws by using point-based registration. ( 0,711425159996094 )
IEEE Trans Pattern Anal Mach Intell - Robust Point Set Registration Using Gaussian Mixture Models. ( 0,710829745899972 )
Int J Med Robot - Evaluation of a neurosurgical robotic system to make accurate burr holes. ( 0,709117872356405 )
Int J Comput Assist Radiol Surg - Image-based electrode array tracking for epicardial electrophysiological mapping in minimally invasive arrhythmia surgery. ( 0,708652874973112 )
Int J Comput Assist Radiol Surg - 3D kinematics of mobile-bearing total knee arthroplasty using X-ray fluoroscopy. ( 0,707821590059979 )
Int J Comput Assist Radiol Surg - Optimal setting of image bounding box can improve registration accuracy of diffusion tensor tractography. ( 0,706277599311025 )
Int J Med Robot - Anatomical landmarks for point-matching registration in image-guided neurosurgery. ( 0,705706745408189 )
Int J Comput Assist Radiol Surg - Fluoroscopy-based laser guidance system for linear surgical tool insertion depth control. ( 0,705487566335935 )
Comput. Aided Surg. - Optimal number and distribution of points selected on the vertebra for surface matching in CT-based spinal navigation. ( 0,70436627538015 )
IEEE Trans Image Process - Combining head pose and eye location information for gaze estimation. ( 0,702719960883662 )
Comput. Biol. Med. - A novel method for retinal vessel tracking using particle filters. ( 0,70229870119674 )
J Biomed Inform - Optimal marker placement in hadrontherapy: intelligent optimization strategies with augmented Lagrangian pattern search. ( 0,701074251792065 )
Comput Methods Programs Biomed - Creating a virtual slide map from sputum smear images for region-of-interest localisation in automated microscopy. ( 0,700279109708827 )
Int J Med Robot - Accuracy study of a robotic system for MRI-guided prostate needle placement. ( 0,699432234371669 )
Int J Comput Assist Radiol Surg - Two-stage point-based registration method between ultrasound and CT imaging of the liver based on ICP and unscented Kalman filter: a phantom study. ( 0,69846519912009 )
Int J Comput Assist Radiol Surg - Image registration of pre-procedural MRI and intra-procedural CT images to aid CT-guided percutaneous cryoablation of renal tumors. ( 0,697346569920503 )
Med Biol Eng Comput - In vitro quantification of the performance of model-based mono-planar and bi-planar fluoroscopy for 3D joint kinematics estimation. ( 0,695589645245194 )
Med Biol Eng Comput - Computer-assisted and patient-specific 3-D planning and evaluation of a single-cut rotational osteotomy for complex long-bone deformities. ( 0,694128045280755 )
IEEE J Biomed Health Inform - Automated recovery of the center of rotation in optical projection tomography in the presence of scattering. ( 0,693442805165893 )
Int J Comput Assist Radiol Surg - Deformable registration of preoperative MR, pre-resection ultrasound, and post-resection ultrasound images of neurosurgery. ( 0,690931024903142 )
Med Biol Eng Comput - Transit dosimetry in dynamic IMRT with an a-Si EPID. ( 0,689623217944376 )
IEEE Trans Image Process - Super-resolution without dense flow. ( 0,686228983694701 )
Int J Comput Assist Radiol Surg - Calibration of the motor-assisted robotic stereotaxy system: MARS. ( 0,682312243089487 )
Int J Comput Assist Radiol Surg - Computer assisted determination of acetabular cup orientation using 2D-3D image registration. ( 0,682016414405034 )
Comput Methods Programs Biomed - A method to align the coordinate system of accelerometers to the axes of a human body: The depitch algorithm. ( 0,680779037963882 )
Int J Comput Assist Radiol Surg - Optical coordinate tracking system using afocal optics for image-guided surgery. ( 0,679111388360364 )
Int J Med Robot - Evaluation of the factors affecting the optimal fiducial configurations calculated through a genetic-algorithm-based methodology in image-guided neurosurgery. ( 0,678736045028448 )
Comput Methods Programs Biomed - Using manual prostate contours to enhance deformable registration of endorectal MRI. ( 0,678674098426394 )
Int J Comput Assist Radiol Surg - Augmented reality haptic (ARH): an approach of electromagnetic tracking in minimally invasive surgery. ( 0,67719933113515 )
IEEE Trans Vis Comput Graph - CG2Real: Improving the Realism of Computer Generated Images using a Large Collection of Photographs. ( 0,676507958488202 )
Comput Methods Programs Biomed - Adaptive marker-free registration using a multiple point strategy for real-time and robust endoscope electromagnetic navigation. ( 0,675545281749832 )
Int J Comput Assist Radiol Surg - Accuracy analysis in MRI-guided robotic prostate biopsy. ( 0,675290592474589 )
Int J Comput Assist Radiol Surg - Towards ultrasound probe positioning optimization during prostate needle biopsy using pressure feedback. ( 0,674766278085767 )
Int J Comput Assist Radiol Surg - Design and analysis of a head-mounted parallel kinematic device for skull surgery. ( 0,673871547937206 )
Comput Math Methods Med - Gastroscopic image graph: application to noninvasive multitarget tracking under gastroscopy. ( 0,669204894718632 )
Int J Comput Assist Radiol Surg - Ultrasound-CT registration of vertebrae without reconstruction. ( 0,667334544677671 )
Int J Comput Assist Radiol Surg - An error analysis perspective for patient alignment systems. ( 0,665879592448875 )
Int J Comput Assist Radiol Surg - An on-board surgical tracking and video augmentation system for C-arm image guidance. ( 0,665306542103436 )
Int J Comput Assist Radiol Surg - Positioning error evaluation of GPU-based 3D ultrasound surgical navigation system for moving targets by using optical tracking system. ( 0,665148886476684 )
Comput. Biol. Med. - Experimental validation of a radiographic simulation code using breast phantom for X-ray imaging. ( 0,664511983513314 )
IEEE Trans Image Process - Fast transforms for acoustic imaging--part I: theory. ( 0,664332759089469 )
Int J Comput Assist Radiol Surg - Brain-shift compensation by non-rigid registration of intra-operative ultrasound images with preoperative MR images based on residual complexity. ( 0,664076240703093 )
Int J Comput Assist Radiol Surg - Fully automatic extraction of human spine curve from MR images using methods of efficient intervertebral disk extraction and vertebra registration. ( 0,659015884642257 )
Int J Med Robot - Robust real-time robot-world calibration for robotized transcranial magnetic stimulation. ( 0,65759673412615 )
Int J Comput Assist Radiol Surg - A miniature accelerometer-based guidance device for percutaneous computed tomography-guided punctures. ( 0,656425664002589 )
Comput. Aided Surg. - Accuracy of a 3D fluoroscopic navigation system using a flat-panel detector-equipped C-arm. ( 0,65629343103159 )
J Telemed Telecare - Quality assessment of X-rays interpreted via teleradiology for M?decins Sans Fronti?res. ( 0,656138518671278 )
IEEE Trans Vis Comput Graph - D-Snake: Image Registration by As-Similar-As-Possible Template Deformation. ( 0,655986754442565 )
Int J Comput Assist Radiol Surg - Three-dimensional histological specimen preparation for accurate imaging and spatial reconstruction of the middle and inner ear. ( 0,65332051897531 )
IEEE Trans Image Process - Real-time continuous image registration enabling ultraprecise 2-D motion tracking. ( 0,6528189336914 )
Int J Comput Assist Radiol Surg - Left ventricle wall motion quantification from echocardiographic images by non-rigid image registration. ( 0,649446510102511 )
Brief. Bioinformatics - Toward more accurate pan-specific MHC-peptide binding prediction: a review of current methods and tools. ( 0,642923463579544 )
Int J Comput Assist Radiol Surg - Markerless estimation of patient orientation, posture and pose using range and pressure imaging : for automatic patient setup and scanner initialization in tomographic imaging. ( 0,641674202082373 )
Med Biol Eng Comput - The effect of head movement on CT perfusion summary maps: simulations with CT hybrid phantom data. ( 0,641402279524718 )
IEEE Trans Image Process - Joint decoding of unequally protected JPEG2000 bitstreams and Reed-Solomon codes. ( 0,641007302931042 )
Int J Comput Assist Radiol Surg - Improving N-wire phantom-based freehand ultrasound calibration. ( 0,640690562961312 )