IEEE Trans Image Process - Extended coding and pooling in the HMAX model.

Tópicos

{ featur(1941) imag(1645) propos(1176) }
{ imag(2830) propos(1344) filter(1198) }
{ first(2504) two(1366) second(1323) }
{ learn(2355) train(1041) set(1003) }
{ system(1976) rule(880) can(841) }
{ patient(2315) diseas(1263) diabet(1191) }
{ data(1714) softwar(1251) tool(1186) }
{ model(3480) simul(1196) paramet(876) }
{ perform(999) metric(946) measur(919) }
{ bind(1733) structur(1185) ligand(1036) }
{ network(2748) neural(1063) input(814) }
{ system(1050) medic(1026) inform(1018) }
{ spatial(1525) area(1432) region(1030) }
{ data(3008) multipl(1320) sourc(1022) }
{ can(981) present(881) function(850) }
{ health(1844) social(1437) communiti(874) }
{ method(1969) cluster(1462) data(1082) }
{ can(774) often(719) complex(702) }
{ imag(1947) propos(1133) code(1026) }
{ method(1219) similar(1157) match(930) }
{ howev(809) still(633) remain(590) }
{ studi(1410) differ(1259) use(1210) }
{ research(1085) discuss(1038) issu(1018) }
{ visual(1396) interact(850) tool(830) }
{ state(1844) use(1261) util(961) }
{ research(1218) medic(880) student(794) }
{ data(2317) use(1299) case(1017) }
{ group(2977) signific(1463) compar(1072) }
{ result(1111) use(1088) new(759) }
{ survey(1388) particip(1329) question(1065) }
{ model(3404) distribut(989) bayesian(671) }
{ data(1737) use(1416) pattern(1282) }
{ inform(2794) health(2639) internet(1427) }
{ measur(2081) correl(1212) valu(896) }
{ imag(1057) registr(996) error(939) }
{ sequenc(1873) structur(1644) protein(1328) }
{ featur(3375) classif(2383) classifi(1994) }
{ imag(2675) segment(2577) method(1081) }
{ 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) }
{ framework(1458) process(801) describ(734) }
{ problem(2511) optim(1539) algorithm(950) }
{ error(1145) method(1030) estim(1020) }
{ chang(1828) time(1643) increas(1301) }
{ concept(1167) ontolog(924) domain(897) }
{ clinic(1479) use(1117) guidelin(835) }
{ algorithm(1844) comput(1787) effici(935) }
{ extract(1171) text(1153) clinic(932) }
{ method(1557) propos(1049) approach(1037) }
{ 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) }
{ case(1353) use(1143) diagnosi(1136) }
{ data(3963) clinic(1234) research(1004) }
{ risk(3053) factor(974) diseas(938) }
{ import(1318) role(1303) understand(862) }
{ model(2341) predict(2261) use(1141) }
{ compound(1573) activ(1297) structur(1058) }
{ perform(1367) use(1326) method(1137) }
{ studi(1119) effect(1106) posit(819) }
{ blood(1257) pressur(1144) flow(957) }
{ record(1888) medic(1808) patient(1693) }
{ health(3367) inform(1360) care(1135) }
{ monitor(1329) mobil(1314) devic(1160) }
{ ehr(2073) health(1662) electron(1139) }
{ patient(2837) hospit(1953) medic(668) }
{ model(2656) set(1616) predict(1553) }
{ age(1611) year(1155) adult(843) }
{ medic(1828) order(1363) alert(1069) }
{ signal(2180) analysi(812) frequenc(800) }
{ cost(1906) reduc(1198) effect(832) }
{ sampl(1606) size(1419) use(1276) }
{ gene(2352) biolog(1181) express(1162) }
{ 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) }
{ 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) }
{ drug(1928) target(777) effect(648) }
{ implement(1333) system(1263) develop(1122) }
{ 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 an extension of the HMAX model, a neural network model for image classification. The HMAX model can be described as a four-level architecture, with the first level consisting of multiscale and multiorientation local filters. We introduce two main contributions to this model. First, we improve the way the local filters at the first level are integrated into more complex filters at the last level, providing a flexible description of object regions and combining local information of multiple scales and orientations. These new filters are discriminative and yet invariant, two key aspects of visual classification. We evaluate their discriminative power and their level of invariance to geometrical transformations on a synthetic image set. Second, we introduce a multiresolution spatial pooling. This pooling encodes both local and global spatial information to produce discriminative image signatures. Classification results are reported on three image data sets: Caltech101, Caltech256, and fifteen scenes. We show significant improvements over previous architectures using a similar framework.

Resumo Limpo

paper present extens hmax model neural network model imag classif hmax model can describ fourlevel architectur first level consist multiscal multiorient local filter introduc two main contribut model first improv way local filter first level integr complex filter last level provid flexibl descript object region combin local inform multipl scale orient new filter discrimin yet invari two key aspect visual classif evalu discrimin power level invari geometr transform synthet imag set second introduc multiresolut spatial pool pool encod local global spatial inform produc discrimin imag signatur classif result report three imag data set caltech caltech fifteen scene show signific improv previous architectur use similar framework

Resumos Similares

IEEE Trans Image Process - Decomposition and extraction: a new framework for visual classification. ( 0,810565534855401 )
IEEE Trans Image Process - Saliency-guided color-to-gray conversion using region-based optimization. ( 0,804477139976409 )
IEEE Trans Image Process - Two-dimensional maximum local variation based on image euclidean distance for face recognition. ( 0,769107415923462 )
IEEE Trans Pattern Anal Mach Intell - Effective Unconstrained Face Recognition by Combining Multiple Descriptors and Learned Background Statistics. ( 0,742531366396706 )
IEEE Trans Pattern Anal Mach Intell - Local Pyramidal Descriptors for Image Recognition. ( 0,736110411204653 )
IEEE Trans Image Process - From tiger to panda: animal head detection. ( 0,715710395472076 )
IEEE Trans Image Process - Principal visual word discovery for automatic license plate detection. ( 0,715628413990338 )
IEEE Trans Image Process - Bayesian texture classification based on contourlet transform and BYY harmony learning of Poisson mixtures. ( 0,710324962097667 )
IEEE Trans Image Process - Regularized discriminative spectral regression method for heterogeneous face matching. ( 0,708347789655044 )
IEEE Trans Pattern Anal Mach Intell - Intensity-Based Image Registration by Nonparametric Local Smoothing. ( 0,708124762601319 )
IEEE Trans Image Process - Curved-region-based ridge frequency estimation and curved Gabor filters for fingerprint image enhancement. ( 0,706287102935509 )
IEEE Trans Image Process - Fast Hue and Range Preserving Histogram: Specification: Theory and New Algorithms for Color Image Enhancement. ( 0,705093264538217 )
IEEE Trans Image Process - Tensor discriminant color space for face recognition. ( 0,704702242472537 )
IEEE Trans Image Process - Binarization of low-quality barcode images captured by mobile phones using local window of adaptive location and size. ( 0,701113900232558 )
IEEE Trans Image Process - Phase-based binarization of ancient document images: model and applications. ( 0,699053024226752 )
Med Biol Eng Comput - Object-shape recognition and 3D reconstruction from tactile sensor images. ( 0,697106895511539 )
IEEE Trans Image Process - Salient region detection by fusing bottom-up and top-down features extracted from a single image. ( 0,696179195772862 )
IEEE Trans Image Process - Local structure-based image decomposition for feature extraction with applications to face recognition. ( 0,695957315926895 )
IEEE Trans Image Process - Cluster-based co-saliency detection. ( 0,695466637053811 )
IEEE Trans Image Process - Face recognition by exploring information jointly in space, scale and orientation. ( 0,693221276547254 )
Comput Math Methods Med - Study on construction of a medical x-ray direct digital radiography system and hybrid preprocessing methods. ( 0,692593752969516 )
IEEE Trans Image Process - Local learned dictionaries optimized to edge orientation for inverse halftoning. ( 0,689496731552422 )
IEEE Trans Image Process - Face illumination manipulation using a single reference image by adaptive layer decomposition. ( 0,687688743882862 )
IEEE Trans Image Process - Adaptive color feature extraction based on image color distributions. ( 0,683366583732573 )
IEEE Trans Image Process - Random phase textures: theory and synthesis. ( 0,682868109522385 )
IEEE Trans Image Process - Edge-SIFT: discriminative binary descriptor for scalable partial-duplicate mobile search. ( 0,682225374877518 )
IEEE Trans Image Process - PDE-based enhancement of color images in RGB space. ( 0,680017382529168 )
IEEE Trans Pattern Anal Mach Intell - Learning Discriminant Face Descriptor. ( 0,679534355218363 )
Comput Math Methods Med - Membership-degree preserving discriminant analysis with applications to face recognition. ( 0,677819619786509 )
IEEE Trans Image Process - Texture classification by modeling joint distributions of local patterns with gaussian mixtures. ( 0,672117270894186 )
IEEE Trans Image Process - Robust face recognition with structurally incoherent low-rank matrix decomposition. ( 0,672099470235703 )
IEEE Trans Image Process - Robust scale-space filter using second-order partial differential equations. ( 0,671331628731048 )
IEEE Trans Image Process - Photography enhancement based on the fusion of tone and color mappings in adaptive local region. ( 0,670211149977208 )
IEEE Trans Image Process - Common feature discriminant analysis for matching infrared face images to optical face images. ( 0,666372678835261 )
Comput Math Methods Med - Image mosaic method based on SIFT features of line segment. ( 0,665562304887903 )
IEEE Trans Image Process - Local directional number pattern for face analysis: face and expression recognition. ( 0,664277768192353 )
IEEE Trans Pattern Anal Mach Intell - LDAHash: Improved Matching with Smaller Descriptors. ( 0,663486742182404 )
IEEE Trans Image Process - Local energy pattern for texture classification using self-adaptive quantization thresholds. ( 0,662364935882499 )
IEEE Trans Image Process - Geodesic invariant feature: a local descriptor in depth. ( 0,661859824257593 )
J Med Syst - Directional binary wavelet patterns for biomedical image indexing and retrieval. ( 0,661225537290372 )
IEEE Trans Image Process - Fusing local patterns of Gabor magnitude and phase for face recognition. ( 0,660474248282384 )
IEEE Trans Image Process - Enhanced local texture feature sets for face recognition under difficult lighting conditions. ( 0,658271472882521 )
IEEE Trans Image Process - Facial expression recognition in perceptual color space. ( 0,65610608520478 )
IEEE Trans Pattern Anal Mach Intell - What Makes a Photograph Memorable? ( 0,65465626804012 )
IEEE Trans Image Process - A completed modeling of local binary pattern operator for texture classification. ( 0,65315449330053 )
IEEE Trans Pattern Anal Mach Intell - A Coarse to Fine Minutiae-Based Latent Palmprint Matching. ( 0,652495526588712 )
Int J Comput Assist Radiol Surg - Phantom-based comparison of conventional versus phase-contrast mammography for LCD soft-copy diagnosis. ( 0,651655853210869 )
IEEE Trans Image Process - Human gait recognition using patch distribution feature and locality-constrained group sparse representation. ( 0,651070994957275 )
Comput. Biol. Med. - Support vector wavelet adaptation for pathological voice assessment. ( 0,645824182221469 )
Comput Math Methods Med - Feature and contrast enhancement of mammographic image based on multiscale analysis and morphology. ( 0,644416083247718 )
IEEE Trans Pattern Anal Mach Intell - Iris Image Classification Based on Hierarchical Visual Codebook. ( 0,644210997543909 )
Comput Methods Programs Biomed - Tensor based sparse decomposition of 3D shape for visual detection of mirror symmetry. ( 0,643678367888912 )
Med Biol Eng Comput - Quantitative color analysis for capillaroscopy image segmentation. ( 0,643120520119762 )
IEEE Trans Image Process - Semisupervised multiview distance metric learning for cartoon synthesis. ( 0,642493581905106 )
IEEE Trans Image Process - Face recognition system using multiple face model of hybrid Fourier feature under uncontrolled illumination variation. ( 0,642411635708973 )
IEEE Trans Image Process - Vehicle detection in aerial surveillance using dynamic Bayesian networks. ( 0,642124162229179 )
IEEE Trans Image Process - Extracting multiple features in the CID color space for face recognition. ( 0,642017998351895 )
IEEE Trans Image Process - Global propagation of affine invariant features for robust matching. ( 0,638975956987142 )
IEEE Trans Image Process - Salient region detection improved by principle component analysis and boundary information. ( 0,637715131822565 )
IEEE Trans Image Process - Large-margin Learning of Compact Binary Image Encodings. ( 0,636542970726572 )
Artif Intell Med - Scattering features for lung cancer detection in fibered confocal fluorescence microscopy images. ( 0,635742500747864 )
IEEE Trans Image Process - Semantic pyramids for gender and action recognition. ( 0,635723965903092 )
IEEE Trans Image Process - Stable orthogonal local discriminant embedding for linear dimensionality reduction. ( 0,635397319314989 )
IEEE Trans Image Process - Image clustering using local discriminant models and global integration. ( 0,634676638506391 )
IEEE Trans Pattern Anal Mach Intell - A Two-Stage Framework for 3D Face Reconstruction From RGBD Images. ( 0,633846441871903 )
IEEE Trans Image Process - Normalization of face illumination based on large-and small-scale features. ( 0,63353645612292 )
IEEE Trans Image Process - Image editing with spatiograms transfer. ( 0,633514435294987 )
IEEE Trans Image Process - Sharpness enhancement of stereo images using binocular just-noticeable difference. ( 0,630630751367123 )
IEEE Trans Image Process - In-plane rotation and scale invariant clustering using dictionaries. ( 0,630616413501226 )
IEEE Trans Image Process - Robust face representation using hybrid spatial feature interdependence matrix. ( 0,630165868651122 )
IEEE Trans Image Process - A feature-based learning framework for accurate prostate localization in CT images. ( 0,629802781659828 )
IEEE Trans Image Process - Enhanced shift and scale tolerance for rotation invariant polar matching with dual-tree wavelets. ( 0,629487634229569 )
IEEE Trans Image Process - Face super-resolution via multilayer locality-constrained iterative neighbor embedding and intermediate dictionary learning. ( 0,629386301989994 )
IEEE Trans Image Process - Learning templates for artistic portrait lighting analysis. ( 0,628322084523687 )
IEEE J Biomed Health Inform - Pixel-Level Tissue Classification for Ultrasound Images. ( 0,62758777036476 )
Artif Intell Med - Local binary patterns variants as texture descriptors for medical image analysis. ( 0,627382785163621 )
IEEE Trans Pattern Anal Mach Intell - Iris Matching Based on Personalized Weight Map. ( 0,626944923345359 )
Neural Comput - Double-gabor filters are independent components of small translation-invariant image patches. ( 0,626773918610626 )
IEEE Trans Image Process - From local pixel structure to global image super-resolution: a new face hallucination framework. ( 0,623621085434696 )
IEEE Trans Image Process - Flip-invariant SIFT for copy and object detection. ( 0,623489504181416 )
IEEE Trans Image Process - Shape vocabulary: a robust and efficient shape representation for shape matching. ( 0,62337980275046 )
IEEE Trans Image Process - TurboPixel segmentation using eigen-images. ( 0,623121595166561 )
IEEE Trans Pattern Anal Mach Intell - Segmentation, Inference and Classification of Partially Overlapping Nanoparticles. ( 0,621772778242766 )
Comput. Biol. Med. - Texture feature extraction based on a uniformity estimation method for local brightness and structure in chest CT images. ( 0,621610222210362 )
Neural Comput - Learning invariance from natural images inspired by observations in the primary visual cortex. ( 0,620770187784184 )
IEEE Trans Image Process - Contrast-enhanced fusion of multi-sensor images using subband-decomposed multiscale retinex. ( 0,620498875949071 )
IEEE Trans Image Process - Combining LBP difference and feature correlation for texture description. ( 0,620263950411177 )
IEEE Trans Image Process - Coupled binary embedding for large-scale image retrieval. ( 0,620093685471648 )
J Med Syst - Diagnosis of diabetic retinopathy: automatic extraction of optic disc and exudates from retinal images using marker-controlled watershed transformation. ( 0,61937679028739 )
IEEE Trans Image Process - HSOG: a novel local image descriptor based on histograms of the second-order gradients. ( 0,618411690015171 )
IEEE Trans Image Process - Scale- and rotation-invariant local binary pattern using scale-adaptive texton and subuniform-based circular shift. ( 0,618045319230619 )
IEEE Trans Image Process - Local color vector binary patterns from multichannel face images for face recognition. ( 0,617946625898835 )
IEEE Trans Image Process - Saliency detection in the compressed domain for adaptive image retargeting. ( 0,617023118262784 )
IEEE Trans Image Process - An efficient algorithm for multiphase image segmentation with intensity bias correction. ( 0,616312308356758 )
IEEE Trans Image Process - Steganography using reversible texture synthesis. ( 0,615604416580696 )
IEEE Trans Image Process - Multilinear supervised neighborhood embedding of a local descriptor tensor for scene/object recognition. ( 0,614840073834867 )
IEEE Trans Image Process - A probabilistic approach for color correction in image mosaicking applications. ( 0,613156852199768 )
IEEE Trans Image Process - USB: ultrashort binary descriptor for fast visual matching and retrieval. ( 0,612479368191054 )
IEEE Trans Image Process - Color local texture features for color face recognition. ( 0,611657686023994 )
IEEE Trans Image Process - Spline regression hashing for fast image search. ( 0,611425755053661 )