IEEE Trans Pattern Anal Mach Intell - Scalable Face Image Retrieval with Identity-Based Quantization and Multireference Reranking.

Tópicos

{ featur(1941) imag(1645) propos(1176) }
{ extract(1171) text(1153) clinic(932) }
{ cancer(2502) breast(956) screen(824) }
{ compound(1573) activ(1297) structur(1058) }
{ perform(1367) use(1326) method(1137) }
{ imag(1947) propos(1133) code(1026) }
{ blood(1257) pressur(1144) flow(957) }
{ take(945) account(800) differ(722) }
{ method(1557) propos(1049) approach(1037) }
{ state(1844) use(1261) util(961) }
{ can(774) often(719) complex(702) }
{ measur(2081) correl(1212) valu(896) }
{ search(2224) databas(1162) retriev(909) }
{ import(1318) role(1303) understand(862) }
{ visual(1396) interact(850) tool(830) }
{ model(3480) simul(1196) paramet(876) }
{ signal(2180) analysi(812) frequenc(800) }
{ first(2504) two(1366) second(1323) }
{ imag(1057) registr(996) error(939) }
{ imag(2830) propos(1344) filter(1198) }
{ error(1145) method(1030) estim(1020) }
{ concept(1167) ontolog(924) domain(897) }
{ system(1050) medic(1026) inform(1018) }
{ spatial(1525) area(1432) region(1030) }
{ monitor(1329) mobil(1314) devic(1160) }
{ ehr(2073) health(1662) electron(1139) }
{ research(1218) medic(880) student(794) }
{ model(2656) set(1616) predict(1553) }
{ cost(1906) reduc(1198) effect(832) }
{ analysi(2126) use(1163) compon(1037) }
{ high(1669) rate(1365) level(1280) }
{ drug(1928) target(777) effect(648) }
{ process(1125) use(805) approach(778) }
{ model(3404) distribut(989) bayesian(671) }
{ data(1737) use(1416) pattern(1282) }
{ inform(2794) health(2639) internet(1427) }
{ system(1976) rule(880) can(841) }
{ bind(1733) structur(1185) ligand(1036) }
{ sequenc(1873) structur(1644) protein(1328) }
{ method(1219) similar(1157) match(930) }
{ featur(3375) classif(2383) classifi(1994) }
{ network(2748) neural(1063) input(814) }
{ imag(2675) segment(2577) method(1081) }
{ patient(2315) diseas(1263) diabet(1191) }
{ 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) }
{ framework(1458) process(801) describ(734) }
{ problem(2511) optim(1539) algorithm(950) }
{ chang(1828) time(1643) increas(1301) }
{ learn(2355) train(1041) set(1003) }
{ clinic(1479) use(1117) guidelin(835) }
{ algorithm(1844) comput(1787) effici(935) }
{ 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) }
{ case(1353) use(1143) diagnosi(1136) }
{ 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) }
{ research(1085) discuss(1038) issu(1018) }
{ model(2341) predict(2261) use(1141) }
{ studi(1119) effect(1106) posit(819) }
{ record(1888) medic(1808) patient(1693) }
{ health(3367) inform(1360) care(1135) }
{ patient(2837) hospit(1953) medic(668) }
{ data(2317) use(1299) case(1017) }
{ age(1611) year(1155) adult(843) }
{ medic(1828) order(1363) alert(1069) }
{ 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) }
{ can(981) present(881) function(850) }
{ health(1844) social(1437) communiti(874) }
{ structur(1116) can(940) graph(676) }
{ 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) }
{ method(2212) result(1239) propos(1039) }
{ detect(2391) sensit(1101) algorithm(908) }

Resumo

State-of-the-art image retrieval systems achieve scalability by using a bag-of-words representation and textual retrieval methods, but their performance degrades quickly in the face image domain, mainly because they produce visual words with low discriminative power for face images and ignore the special properties of faces. The leading features for face recognition can achieve good retrieval performance, but these features are not suitable for inverted indexing as they are high-dimensional and global and thus not scalable in either computational or storage cost. In this paper, we aim to build a scalable face image retrieval system. For this purpose, we develop a new scalable face representation using both local and global features. In the indexing stage, we exploit special properties of faces to design new component-based local features, which are subsequently quantized into visual words using a novel identity-based quantization scheme. We also use a very small Hamming signature (40 bytes) to encode the discriminative global feature for each face. In the retrieval stage, candidate images are first retrieved from the inverted index of visual words. We then use a new multireference distance to rerank the candidate images using the Hamming signature. On a one millon face database, we show that our local features and global Hamming signatures are complementary-the inverted index based on local features provides candidate images with good recall, while the multireference reranking with global Hamming signature leads to good precision. As a result, our system is not only scalable but also outperforms the linear scan retrieval system using the state-of-the-art face recognition feature in term of the quality.

Resumo Limpo

stateoftheart imag retriev system achiev scalabl use bagofword represent textual retriev method perform degrad quick face imag domain main produc visual word low discrimin power face imag ignor special properti face lead featur face recognit can achiev good retriev perform featur suitabl invert index highdimension global thus scalabl either comput storag cost paper aim build scalabl face imag retriev system purpos develop new scalabl face represent use local global featur index stage exploit special properti face design new componentbas local featur subsequ quantiz visual word use novel identitybas quantiz scheme also use small ham signatur byte encod discrimin global featur face retriev stage candid imag first retriev invert index visual word use new multirefer distanc rerank candid imag use ham signatur one millon face databas show local featur global ham signatur complementaryth invert index base local featur provid candid imag good recal multirefer rerank global ham signatur lead good precis result system scalabl also outperform linear scan retriev system use stateoftheart face recognit featur term qualiti

Resumos Similares

IEEE Trans Image Process - Color local texture features for color face recognition. ( 0,955823601990403 )
IEEE Trans Image Process - Normalization of face illumination based on large-and small-scale features. ( 0,943167947174811 )
IEEE Trans Image Process - A novel local pattern descriptor--local vector pattern in high-order derivative space for face recognition. ( 0,938856632345941 )
Comput. Biol. Med. - Texture feature extraction based on a uniformity estimation method for local brightness and structure in chest CT images. ( 0,934453996921813 )
IEEE Trans Image Process - HSOG: a novel local image descriptor based on histograms of the second-order gradients. ( 0,934228518372166 )
IEEE Trans Image Process - Subspace-based discrete transform encoded local binary patterns representations for robust periocular matching on NIST's face recognition grand challenge. ( 0,928486741359666 )
IEEE Trans Image Process - Coupled binary embedding for large-scale image retrieval. ( 0,922762493536241 )
IEEE Trans Image Process - Local color vector binary patterns from multichannel face images for face recognition. ( 0,922156657758014 )
IEEE Trans Image Process - Extracting multiple features in the CID color space for face recognition. ( 0,921957247841705 )
IEEE Trans Image Process - Common feature discriminant analysis for matching infrared face images to optical face images. ( 0,921746848558937 )
IEEE Trans Image Process - Scale- and rotation-invariant local binary pattern using scale-adaptive texton and subuniform-based circular shift. ( 0,921713660184576 )
IEEE Trans Image Process - Multilinear supervised neighborhood embedding of a local descriptor tensor for scene/object recognition. ( 0,921317141113467 )
IEEE Trans Image Process - Robust face representation using hybrid spatial feature interdependence matrix. ( 0,919891432219484 )
IEEE Trans Pattern Anal Mach Intell - Learning Discriminant Face Descriptor. ( 0,912541362106308 )
IEEE Trans Image Process - Enhanced local texture feature sets for face recognition under difficult lighting conditions. ( 0,908025634309201 )
J Med Syst - Comparison of several texture features for tumor detection in CE images. ( 0,907889578983469 )
IEEE Trans Image Process - Edge-SIFT: discriminative binary descriptor for scalable partial-duplicate mobile search. ( 0,90550088616254 )
IEEE Trans Image Process - Combining LBP difference and feature correlation for texture description. ( 0,898722705052682 )
IEEE Trans Image Process - Semantic pyramids for gender and action recognition. ( 0,898288980263264 )
IEEE Trans Image Process - Face recognition using ensemble string matching. ( 0,897023590557747 )
Artif Intell Med - Scattering features for lung cancer detection in fibered confocal fluorescence microscopy images. ( 0,896562195298938 )
IEEE Trans Image Process - Face recognition by exploring information jointly in space, scale and orientation. ( 0,893097346001402 )
IEEE Trans Image Process - Discovering discriminative graphlets for aerial image categories recognition. ( 0,89233895496864 )
IEEE Trans Image Process - Fusing local patterns of Gabor magnitude and phase for face recognition. ( 0,891620584715769 )
IEEE Trans Image Process - A feature-based learning framework for accurate prostate localization in CT images. ( 0,888990705505187 )
IEEE Trans Image Process - Facial expression recognition in perceptual color space. ( 0,886257546019115 )
IEEE Trans Pattern Anal Mach Intell - LDAHash: Improved Matching with Smaller Descriptors. ( 0,882975027771011 )
IEEE Trans Image Process - Color texture classification using shortest paths in graphs. ( 0,88262273192223 )
IEEE Trans Image Process - Angular pattern and binary angular pattern for shape retrieval. ( 0,882109627709475 )
IEEE Trans Image Process - Scale-invariant features for 3-D mesh models. ( 0,88029659434067 )
IEEE Trans Image Process - Local directional number pattern for face analysis: face and expression recognition. ( 0,877295908647536 )
IEEE Trans Image Process - Shape vocabulary: a robust and efficient shape representation for shape matching. ( 0,876628260796098 )
IEEE Trans Pattern Anal Mach Intell - Local Pyramidal Descriptors for Image Recognition. ( 0,876120800951989 )
IEEE Trans Image Process - USB: ultrashort binary descriptor for fast visual matching and retrieval. ( 0,874334510169463 )
IEEE Trans Image Process - PDE-based enhancement of color images in RGB space. ( 0,872251445162844 )
IEEE Trans Image Process - Scale-invariant features and polar descriptors in omnidirectional imaging. ( 0,870296174757106 )
IEEE J Biomed Health Inform - Local object patterns for the representation and classification of colon tissue images. ( 0,86726487928427 )
IEEE Trans Image Process - Scale- and affine-invariant fan feature. ( 0,863004295307239 )
Med Biol Eng Comput - Quantitative color analysis for capillaroscopy image segmentation. ( 0,861466698357434 )
IEEE Trans Image Process - Adaptive color feature extraction based on image color distributions. ( 0,859131359869294 )
IEEE Trans Image Process - From local pixel structure to global image super-resolution: a new face hallucination framework. ( 0,859112417705063 )
IEEE Trans Image Process - Very low resolution face recognition problem. ( 0,855803936728344 )
IEEE Trans Image Process - Boosting color feature selection for color face recognition. ( 0,854861390262105 )
IEEE Trans Image Process - Sparse color interest points for image retrieval and object categorization. ( 0,853262771551834 )
IEEE Trans Pattern Anal Mach Intell - Intensity-Based Image Registration by Nonparametric Local Smoothing. ( 0,852560809472348 )
IEEE Trans Image Process - Human gait recognition using patch distribution feature and locality-constrained group sparse representation. ( 0,852478914124984 )
IEEE Trans Image Process - Tensor discriminant color space for face recognition. ( 0,851586446626935 )
J Med Syst - Directional binary wavelet patterns for biomedical image indexing and retrieval. ( 0,850297699424006 )
IEEE Trans Image Process - Face recognition system using multiple face model of hybrid Fourier feature under uncontrolled illumination variation. ( 0,850278711755253 )
IEEE Trans Image Process - Large-margin Learning of Compact Binary Image Encodings. ( 0,849310067504205 )
IEEE Trans Image Process - Flip-invariant SIFT for copy and object detection. ( 0,846588589172825 )
Comput Methods Programs Biomed - Conditional mutual information-based feature selection for congestive heart failure recognition using heart rate variability. ( 0,845299321760152 )
IEEE Trans Image Process - Global propagation of affine invariant features for robust matching. ( 0,843997913398558 )
IEEE Trans Image Process - Local energy pattern for texture classification using self-adaptive quantization thresholds. ( 0,840787712607007 )
IEEE Trans Image Process - Object segmentation of database images by dual multiscale morphological reconstructions and retrieval applications. ( 0,839607280274253 )
Med Biol Eng Comput - Object-shape recognition and 3D reconstruction from tactile sensor images. ( 0,837522174401621 )
IEEE Trans Image Process - Face illumination manipulation using a single reference image by adaptive layer decomposition. ( 0,835956039991053 )
IEEE Trans Pattern Anal Mach Intell - From Bits to Images: Inversion of Local Binary Descriptors. ( 0,829935789037439 )
IEEE Trans Pattern Anal Mach Intell - Learning Hybrid Image Templates (HIT) by Information Projection. ( 0,829316602245699 )
IEEE Trans Image Process - Wavelet domain multifractal analysis for static and dynamic texture classification. ( 0,824825810170983 )
IEEE Trans Pattern Anal Mach Intell - Multi-View Face Detection and Registration Requiring Minimal Manual Intervention. ( 0,822485649651028 )
IEEE Trans Pattern Anal Mach Intell - Local Difference Binary for Ultra-fast and Distinctive Feature Description. ( 0,820022575654017 )
IEEE Trans Image Process - Fast localization of the optic disc using projection of image features. ( 0,819163692208679 )
IEEE Trans Image Process - Efficient texture image retrieval using copulas in a Bayesian framework. ( 0,819132523277928 )
IEEE Trans Pattern Anal Mach Intell - Iris Matching Based on Personalized Weight Map. ( 0,818435784287155 )
IEEE Trans Image Process - Learning templates for artistic portrait lighting analysis. ( 0,814906733120995 )
IEEE Trans Vis Comput Graph - Using Patterns to Encode Color Information for Dichromats. ( 0,814157781187951 )
IEEE Trans Image Process - Salient region detection by fusing bottom-up and top-down features extracted from a single image. ( 0,814123076705659 )
IEEE Trans Vis Comput Graph - Importance-driven Accessory Lights Design for Enhancing Local Shapes. ( 0,812757957783506 )
IEEE Trans Image Process - Ordinal feature selection for iris and palmprint recognition. ( 0,809755378047648 )
IEEE Trans Pattern Anal Mach Intell - CENTRIST: A Visual Descriptor for Scene Categorization. ( 0,809614148833182 )
IEEE Trans Image Process - A completed modeling of local binary pattern operator for texture classification. ( 0,80790115536704 )
IEEE Trans Pattern Anal Mach Intell - What Makes a Photograph Memorable? ( 0,807806551408319 )
IEEE Trans Pattern Anal Mach Intell - Reconstructing 3D Face Model with Associated Expression Deformation from a Single Face Image via Constructing a Low-Dimensional Expression Deformation Manifold. ( 0,806984842857007 )
IEEE Trans Image Process - Weighted color and texture sample selection for image matting. ( 0,803730839420652 )
IEEE Trans Image Process - Vehicle detection in aerial surveillance using dynamic Bayesian networks. ( 0,803088231600957 )
IEEE Trans Image Process - Robust face recognition with structurally incoherent low-rank matrix decomposition. ( 0,802676037485592 )
IEEE Trans Image Process - A probabilistic approach to realistic face synthesis with a single uncalibrated image. ( 0,795646067910359 )
IEEE Trans Image Process - Text string detection from natural scenes by structure-based partition and grouping. ( 0,794598863004384 )
IEEE Trans Image Process - K-NN regression to improve statistical feature extraction for texture retrieval. ( 0,794032047189439 )
IEEE Trans Pattern Anal Mach Intell - Pose and Expression Independent Facial Landmark Localization Using Dense-SURF and the Hausdorff Distance. ( 0,79401407209141 )
IEEE Trans Image Process - An affine symmetric image model and its applications. ( 0,793025448652547 )
IEEE Trans Image Process - Extracting dominant textures in real time with multi-scale hue-saturation-intensity histograms. ( 0,792778708861305 )
IEEE Trans Image Process - Image editing with spatiograms transfer. ( 0,792530213210703 )
J Med Syst - A new Watermarking System based on Discrete Cosine Transform (DCT) in color biometric images. ( 0,790023787801094 )
IEEE Trans Image Process - Image clustering using local discriminant models and global integration. ( 0,785935402310168 )
IEEE Trans Image Process - Rigid-motion-invariant classification of 3-D textures. ( 0,785525125962243 )
IEEE Trans Vis Comput Graph - Learning Optimized Local Difference Binaries for Scalable Augmented Reality on Mobile Devices. ( 0,785358309672334 )
IEEE Trans Pattern Anal Mach Intell - Statistical 3D Shape Analysis by Local Generative Descriptors. ( 0,784036234974946 )
Comput Methods Programs Biomed - Texture and moments-based classification of the acrosome integrity of boar spermatozoa images. ( 0,780572856316752 )
IEEE Trans Image Process - Multiscale distance matrix for fast plant leaf recognition. ( 0,7793256724526 )
IEEE Trans Pattern Anal Mach Intell - Retrieval-based Face Annotation by Weak Label Regularized Local Coordinate Coding. ( 0,779255845571416 )
IEEE Trans Image Process - An attribute-assisted reranking model for web image search. ( 0,778300151198852 )
IEEE Trans Pattern Anal Mach Intell - Transform-Invariant PCA: A Unified Approach to Fully Automatic Face Alignment, Representation, and Recognition. ( 0,777333143358167 )
Comput Math Methods Med - A machine learning approach for specification of spinal cord injuries using fractional anisotropy values obtained from diffusion tensor images. ( 0,776091428476883 )
IEEE Trans Image Process - Image classification via object-aware holistic superpixel selection. ( 0,773849405017953 )
IEEE Trans Image Process - Two-dimensional maximum local variation based on image euclidean distance for face recognition. ( 0,771260736823517 )
IEEE Trans Image Process - Learning-based prediction of visual attention for video signals. ( 0,768866415998557 )
IEEE Trans Image Process - Rotation-invariant image and video description with local binary pattern features. ( 0,762417729820648 )
IEEE J Biomed Health Inform - Improving dermoscopy image classification using color constancy. ( 0,762285631402356 )