IEEE Trans Image Process - Spline regression hashing for fast image search.

Tópicos

{ imag(2830) propos(1344) filter(1198) }
{ learn(2355) train(1041) set(1003) }
{ data(1737) use(1416) pattern(1282) }
{ search(2224) databas(1162) retriev(909) }
{ featur(1941) imag(1645) propos(1176) }
{ structur(1116) can(940) graph(676) }
{ general(901) number(790) one(736) }
{ howev(809) still(633) remain(590) }
{ perform(999) metric(946) measur(919) }
{ use(976) code(926) identifi(902) }
{ can(774) often(719) complex(702) }
{ method(1219) similar(1157) match(930) }
{ cost(1906) reduc(1198) effect(832) }
{ sequenc(1873) structur(1644) protein(1328) }
{ algorithm(1844) comput(1787) effici(935) }
{ method(1557) propos(1049) approach(1037) }
{ method(984) reconstruct(947) comput(926) }
{ import(1318) role(1303) understand(862) }
{ can(981) present(881) function(850) }
{ result(1111) use(1088) new(759) }
{ system(1976) rule(880) can(841) }
{ measur(2081) correl(1212) valu(896) }
{ assess(1506) score(1403) qualiti(1306) }
{ framework(1458) process(801) describ(734) }
{ problem(2511) optim(1539) algorithm(950) }
{ concept(1167) ontolog(924) domain(897) }
{ care(1570) inform(1187) nurs(1089) }
{ data(3963) clinic(1234) research(1004) }
{ model(2341) predict(2261) use(1141) }
{ visual(1396) interact(850) tool(830) }
{ perform(1367) use(1326) method(1137) }
{ model(3480) simul(1196) paramet(876) }
{ monitor(1329) mobil(1314) devic(1160) }
{ medic(1828) order(1363) alert(1069) }
{ first(2504) two(1366) second(1323) }
{ cancer(2502) breast(956) screen(824) }
{ use(1733) differ(960) four(931) }
{ method(1969) cluster(1462) data(1082) }
{ method(2212) result(1239) propos(1039) }
{ model(3404) distribut(989) bayesian(671) }
{ imag(1947) propos(1133) code(1026) }
{ inform(2794) health(2639) internet(1427) }
{ imag(1057) registr(996) error(939) }
{ bind(1733) structur(1185) ligand(1036) }
{ featur(3375) classif(2383) classifi(1994) }
{ 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) }
{ treatment(1704) effect(941) patient(846) }
{ surgeri(1148) surgic(1085) robot(1054) }
{ error(1145) method(1030) estim(1020) }
{ chang(1828) time(1643) increas(1301) }
{ clinic(1479) use(1117) guidelin(835) }
{ extract(1171) text(1153) clinic(932) }
{ data(1714) softwar(1251) tool(1186) }
{ design(1359) user(1324) use(1319) }
{ control(1307) perform(991) simul(935) }
{ model(2220) cell(1177) simul(1124) }
{ case(1353) use(1143) diagnosi(1136) }
{ studi(1410) differ(1259) use(1210) }
{ risk(3053) factor(974) diseas(938) }
{ research(1085) discuss(1038) issu(1018) }
{ system(1050) medic(1026) inform(1018) }
{ compound(1573) activ(1297) structur(1058) }
{ studi(1119) effect(1106) posit(819) }
{ blood(1257) pressur(1144) flow(957) }
{ spatial(1525) area(1432) region(1030) }
{ record(1888) medic(1808) patient(1693) }
{ health(3367) inform(1360) care(1135) }
{ 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) }
{ data(2317) use(1299) case(1017) }
{ age(1611) year(1155) adult(843) }
{ signal(2180) analysi(812) frequenc(800) }
{ group(2977) signific(1463) compar(1072) }
{ sampl(1606) size(1419) use(1276) }
{ gene(2352) biolog(1181) express(1162) }
{ data(3008) multipl(1320) sourc(1022) }
{ intervent(3218) particip(2042) group(1664) }
{ activ(1138) subject(705) human(624) }
{ time(1939) patient(1703) rate(768) }
{ patient(1821) servic(1111) care(1106) }
{ use(2086) technolog(871) perceiv(783) }
{ analysi(2126) use(1163) compon(1037) }
{ health(1844) social(1437) communiti(874) }
{ high(1669) rate(1365) level(1280) }
{ drug(1928) target(777) effect(648) }
{ 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) }
{ detect(2391) sensit(1101) algorithm(908) }

Resumo

Techniques for fast image retrieval over large databases have attracted considerable attention due to the rapid growth of web images. One promising way to accelerate image search is to use hashing technologies, which represent images by compact binary codewords. In this way, the similarity between images can be efficiently measured in terms of the Hamming distance between their corresponding binary codes. Although plenty of methods on generating hash codes have been proposed in recent years, there are still two key points that needed to be improved: 1) how to precisely preserve the similarity structure of the original data and 2) how to obtain the hash codes of the previously unseen data. In this paper, we propose our spline regression hashing method, in which both the local and global data similarity structures are exploited. To better capture the local manifold structure, we introduce splines developed in Sobolev space to find the local data mapping function. Furthermore, our framework simultaneously learns the hash codes of the training data and the hash function for the unseen data, which solves the out-of-sample problem. Extensive experiments conducted on real image datasets consisting of over one million images show that our proposed method outperforms the state-of-the-art techniques.

Resumo Limpo

techniqu fast imag retriev larg databas attract consider attent due rapid growth web imag one promis way acceler imag search use hash technolog repres imag compact binari codeword way similar imag can effici measur term ham distanc correspond binari code although plenti method generat hash code propos recent year still two key point need improv precis preserv similar structur origin data obtain hash code previous unseen data paper propos spline regress hash method local global data similar structur exploit better captur local manifold structur introduc spline develop sobolev space find local data map function furthermor framework simultan learn hash code train data hash function unseen data solv outofsampl problem extens experi conduct real imag dataset consist one million imag show propos method outperform stateoftheart techniqu

Resumos Similares

IEEE Trans Image Process - Weighted guided image filtering. ( 0,738706357467967 )
IEEE Trans Image Process - Sparse representation based image interpolation with nonlocal autoregressive modeling. ( 0,730225041682837 )
IEEE Trans Pattern Anal Mach Intell - Learning with Box Kernels. ( 0,728609977479097 )
Comput Methods Programs Biomed - Medical imaging correction: a comparative study of five contrast and brightness matching methods. ( 0,721914871232782 )
IEEE Trans Image Process - Face super-resolution via multilayer locality-constrained iterative neighbor embedding and intermediate dictionary learning. ( 0,719791885493952 )
IEEE Trans Image Process - Fast O1 bilateral filtering using trigonometric range kernels. ( 0,717240626989177 )
IEEE Trans Image Process - Lookup-table-based gradient field reconstruction. ( 0,715360185496704 )
IEEE Trans Image Process - Automatic parameter selection for denoising algorithms using a no-reference measure of image content. ( 0,715330905703648 )
IEEE Trans Image Process - Gradient histogram estimation and preservation for texture enhanced image denoising. ( 0,713002045234471 )
IEEE Trans Image Process - Multiscale bi-Gaussian filter for adjacent curvilinear structures detection with application to vasculature images. ( 0,710698462572336 )
IEEE Trans Image Process - Improvements on Fast space-variant elliptical filtering using box splines. ( 0,709728773893606 )
Comput Math Methods Med - Study on construction of a medical x-ray direct digital radiography system and hybrid preprocessing methods. ( 0,70908404241773 )
IEEE Trans Image Process - Non-linear direct multi-scale image enhancement based on the luminance and contrast masking characteristics of the human visual system. ( 0,707255972506251 )
IEEE Trans Image Process - Nonlocal hierarchical dictionary learning using wavelets for image denoising. ( 0,703554979192617 )
IEEE Trans Image Process - Sparsity-based Poisson denoising with dictionary learning. ( 0,702456292371386 )
IEEE Trans Image Process - Adaptive 2-D wavelet transform based on the lifting scheme with preserved vanishing moments. ( 0,702073191188851 )
IEEE Trans Image Process - Binarization of low-quality barcode images captured by mobile phones using local window of adaptive location and size. ( 0,697285046706771 )
IEEE Trans Image Process - Efficient contrast enhancement using adaptive gamma correction with weighting distribution. ( 0,697265618685511 )
IEEE Trans Image Process - Reducing integrability error of color tensor gradients for image fusion. ( 0,696081394779022 )
IEEE Trans Image Process - Nonlinear image upsampling method based on radial basis function interpolation. ( 0,695207503905924 )
IEEE Trans Image Process - Naturalness preserved enhancement algorithm for non-uniform illumination images. ( 0,693981898524362 )
IEEE Trans Image Process - Symmetric smoothing filters from global consistency constraints. ( 0,69230816972736 )
Comput Methods Programs Biomed - Automatic detection of the carotid lumen axis in B-mode ultrasound images. ( 0,691582101658864 )
IEEE Trans Image Process - Image noise reduction via geometric multiscale ridgelet support vector transform and dictionary learning. ( 0,690519888441923 )
IEEE Trans Image Process - TurboPixel segmentation using eigen-images. ( 0,690482605569601 )
IEEE Trans Image Process - Contrast-guided image interpolation. ( 0,689225767882628 )
IEEE Trans Image Process - Adaptive reconstruction of millimeter-wave radiometric images. ( 0,689137163961663 )
IEEE Trans Image Process - Selectively detail-enhanced fusion of differently exposed images with moving objects. ( 0,686097332363256 )
IEEE Trans Image Process - Cognition and removal of impulse noise with uncertainty. ( 0,685766512709048 )
IEEE Trans Image Process - Design of low-complexity high-performance wavelet filters for image analysis. ( 0,684738794580971 )
IEEE Trans Image Process - Segmented gray-code kernels for fast pattern matching. ( 0,684199659722274 )
IEEE Trans Image Process - Switching bilateral filter with a texture/noise detector for universal noise removal. ( 0,682500800526752 )
IEEE Trans Image Process - How to SAIF-ly boost denoising performance. ( 0,682046059100103 )
IEEE Trans Image Process - Contrast-enhanced fusion of multi-sensor images using subband-decomposed multiscale retinex. ( 0,68183255691821 )
IEEE Trans Image Process - Interactive image segmentation using Dirichlet process multiple-view learning. ( 0,681554201096478 )
IEEE Trans Image Process - Edge strength filter based color filter array interpolation. ( 0,679570327410875 )
IEEE Trans Image Process - Unified blind method for multi-image super-resolution and single/multi-image blur deconvolution. ( 0,678004439632434 )
Med Biol Eng Comput - Adaptive common average filtering for myocontrol applications. ( 0,677686031201244 )
IEEE Trans Image Process - Linear feature separation from topographic maps using energy density and the shear transform. ( 0,676966375670706 )
IEEE Trans Image Process - Decomposition and extraction: a new framework for visual classification. ( 0,676506944690689 )
IEEE Trans Image Process - Regularized discriminative spectral regression method for heterogeneous face matching. ( 0,676327425078571 )
IEEE Trans Image Process - Contourlet domain multiband deblurring based on color correlation for fluid lens cameras. ( 0,67310067310101 )
Comput Math Methods Med - Improving spatial adaptivity of nonlocal means in low-dosed CT imaging using pointwise fractal dimension. ( 0,671053392128263 )
IEEE Trans Image Process - Local learned dictionaries optimized to edge orientation for inverse halftoning. ( 0,670834536478309 )
Comput Methods Programs Biomed - Quantum and impulse noise filtering from breast mammogram images. ( 0,668983810792958 )
Int J Med Robot - Manifold-based feature point matching for multi-modal image registration. ( 0,666006130225463 )
Int J Comput Assist Radiol Surg - Wavelet denoising for quantum noise removal in chest digital tomosynthesis. ( 0,665633000101269 )
IEEE Trans Image Process - Nonedge-specific adaptive scheme for highly robust blind motion deblurring of natural imagess. ( 0,665367365122417 )
IEEE Trans Image Process - 3D steerable wavelets in practice. ( 0,664158830473979 )
IEEE Trans Image Process - Automatic single-image-based rain streaks removal via image decomposition. ( 0,662786062632178 )
IEEE Trans Image Process - Image processing using smooth ordering of its patches. ( 0,66217369478269 )
IEEE Trans Neural Netw Learn Syst - Targeting accurate object extraction from an image: a comprehensive study of natural image matting. ( 0,661871539305045 )
IEEE Trans Image Process - Optimal inversion of the generalized Anscombe transformation for Poisson-Gaussian noise. ( 0,661627032228696 )
IEEE Trans Image Process - Regularized background adaptation: a novel learning rate control scheme for gaussian mixture modeling. ( 0,661032886263062 )
Int J Comput Assist Radiol Surg - X-ray fluoroscopy noise modeling for filter design. ( 0,660589589474086 )
IEEE Trans Image Process - Mixed noise removal by weighted encoding with sparse nonlocal regularization. ( 0,659662251956223 )
Comput Methods Programs Biomed - Wavelet-based de-noising techniques in MRI. ( 0,658366188806401 )
IEEE Trans Image Process - Compressibility-aware media retargeting with structure preserving. ( 0,658358316670713 )
IEEE Trans Image Process - Scanned image descreening with image redundancy and adaptive filtering. ( 0,657307794101942 )
IEEE Trans Image Process - Automatic exact histogram specification for contrast enhancement and visual system based quantitative evaluation. ( 0,656469105050095 )
IEEE Trans Image Process - Contextual and variational contrast enhancement. ( 0,655908469922224 )
Comput. Biol. Med. - GPU-accelerated 3D mipmap for real-time visualization of ultrasound volume data. ( 0,655047796055759 )
IEEE Trans Image Process - Artifact removal for GLS map makers by means of post-processing. ( 0,653816030446601 )
IEEE Trans Image Process - Demosaicking of noisy Bayer-sampled color images with least-squares luma-chroma demultiplexing and noise level estimation. ( 0,653444694651929 )
IEEE Trans Pattern Anal Mach Intell - Effective Unconstrained Face Recognition by Combining Multiple Descriptors and Learned Background Statistics. ( 0,653332290191524 )
IEEE Trans Image Process - Commutability of blur and affine warping in super-resolution with application to joint estimation of triple-coupled variables. ( 0,653052236977249 )
IEEE Trans Image Process - A new color filter array with optimal properties for noiseless and noisy color image acquisition. ( 0,652651219500881 )
IEEE Trans Image Process - Noise reduction based on partial-reference, dual-tree complex wavelet transform shrinkage. ( 0,651976821927373 )
IEEE Trans Pattern Anal Mach Intell - Objective Assessment of Multiresolution Image Fusion Algorithms for Context Enhancement in Night Vision: A Comparative Study. ( 0,651880334772942 )
IEEE Trans Image Process - An edge-adapting Laplacian kernel for nonlinear diffusion filters. ( 0,651603253836527 )
IEEE Trans Image Process - Correction of axial and lateral chromatic aberration with false color filtering. ( 0,650217009078025 )
Neural Comput - Double-gabor filters are independent components of small translation-invariant image patches. ( 0,649879146526825 )
IEEE Trans Image Process - Self-similarity and Spectral Correlation Adaptive Algorithm for Color Demosaicking. ( 0,649505210378355 )
IEEE Trans Pattern Anal Mach Intell - A Hybrid Probabilistic Model for Unified Collaborative and Content-Based Image Tagging. ( 0,649505210378355 )
IEEE Trans Image Process - Saliency detection in the compressed domain for adaptive image retargeting. ( 0,649280682993158 )
IEEE Trans Image Process - Determining the intrinsic dimension of a hyperspectral image using random matrix theory. ( 0,648686902644311 )
IEEE Trans Image Process - Efficient improvements on the BDND filtering algorithm for the removal of high-density impulse noise. ( 0,648490090243766 )
J Med Syst - A stationary wavelet transform based approach to registration of planning CT and setup cone beam-CT images in radiotherapy. ( 0,647907706927018 )
IEEE Trans Image Process - A multiscale error diffusion technique for digital multitoning. ( 0,647871081921787 )
IEEE Trans Image Process - Image enhancement using the hypothesis selection filter: theory and application to JPEG decoding. ( 0,647782333691614 )
IEEE Trans Image Process - A universal denoising framework with a new impulse detector and nonlocal means. ( 0,647079941211968 )
IEEE Trans Image Process - Saliency-guided color-to-gray conversion using region-based optimization. ( 0,646368062784471 )
Comput Methods Programs Biomed - Supervised restoration of degraded medical images using multiple-point geostatistics. ( 0,64584950885584 )
IEEE Trans Image Process - Blind detection of median filtering in digital images: a difference domain based approach. ( 0,645125287013849 )
IEEE Trans Image Process - Sharpness enhancement of stereo images using binocular just-noticeable difference. ( 0,644631365863644 )
IEEE Trans Image Process - Fast Hue and Range Preserving Histogram: Specification: Theory and New Algorithms for Color Image Enhancement. ( 0,64375841856572 )
Comput Math Methods Med - Feature and contrast enhancement of mammographic image based on multiscale analysis and morphology. ( 0,642783281521194 )
IEEE Trans Image Process - Green noise digital halftoning with multiscale error diffusion. ( 0,64258662436085 )
IEEE Trans Image Process - On the inter-conversion between Hermite and Laguerre local image expansions. ( 0,642506824991992 )
Comput. Biol. Med. - Breast peripheral area correction in digital mammograms. ( 0,642100009514079 )
IEEE Trans Image Process - Content-aware dark image enhancement through channel division. ( 0,642042131617919 )
IEEE Trans Image Process - Probabilistic exposure fusion. ( 0,641784182635257 )
IEEE Trans Image Process - Image inpainting on the basis of spectral structure from 2-D nonharmonic analysis. ( 0,641756672289911 )
IEEE Trans Image Process - A no-reference perceptual based contrast enhancement metric for ocean scenes in fog. ( 0,641687314165223 )
IEEE Trans Image Process - Multiscale image fusion using the undecimated wavelet transform with spectral factorization and nonorthogonal filter banks. ( 0,640285564254637 )
IEEE J Biomed Health Inform - An Adaptive Filter for the Removal of Drifting Sinusoidal Noise without a Reference. ( 0,640210417838919 )
IEEE Trans Image Process - A new scheme for robust gradient vector estimation in color images. ( 0,640172620358227 )
Comput Math Methods Med - Ultrasound image enhancement using structure-based filtering. ( 0,638419381482415 )
IEEE Trans Image Process - Variational algorithms to remove stationary noise: applications to microscopy imaging. ( 0,638113133516985 )
IEEE Trans Image Process - A closed-form approximation of the exact unbiased inverse of the Anscombe variance-stabilizing transformation. ( 0,637817002110712 )