13.4 Object Recognition, General Techniques

Chapter Contents (Back)
Object Recognition. Matching, Recognition. Recognition papers are scattered throughout the matching sections, these are where matching is primarily geared to recognition -- i.e. with larger databases, representations for recognition, etc.


13.4.1 Invariants -- Eigen Representations, General Appearance Based Methods

Chapter Contents (Back)
Object Recognition. Matching, Regions. Matching, Eigen Values. Eigen Value. Appearance Based.

Al-Shaykh, O.K., Doherty, J.F.,
Invariant Image-Analysis Based on Radon-Transform and SVD,
CirSysSignal(43), No. 2, February 1996, pp. 123-133. 9703 SVD. BibRef

Murase, H., and Nayar, S.K.,
Visual Learning And Recognition Of 3-D Objects From Appearance,
IJCV(14), No. 1, January 1995, pp. 5-24.
PDF Version. . BibRef 9501
Earlier:
Visual Learning Object Models from Appearance,
DARPA93(547-555). BibRef
And:
Learning and Recognition of 3D Objects from Appearance,
WQV93(39-50). BibRef
And:
Learning Object Models from Appearance,
AAAI-93(836-843) Model Acquisition. A new representation that is parameterized by pose and illumination. BibRef

Murase, H., Nayar, S.K.,
Detection of 3D Objects in Cluttered Scenes Using Hierarchical Eigenspace,
PRL(18), No. 4, April 1997, pp. 375-384. 9708 BibRef
Earlier:
Learning by a Generation Approach to Appearance-Based Object Recognition,
ICPR96(I: 24-29).
WWW Version. 9608 BibRef
Earlier:
Image Spotting of 3D Objects Using Parametric Eigenspace Representation,
SCIA95(325-332). BibRef

Nene, S.A., Nayar, S.K.[Shree K.], Murase, H.[Hiroshi],
Columbia Object Image Library (COIL-100),
ColumbiaTechnical Report CUCS-006-96, February 1996.
Postscript Version. Also:
WWW Version. Also the COIL-20 database.
WWW Version. Dataset, Objects. BibRef 9602

Murase, H., Shi, M.[Musashino], Nayar, S.K.,
Parametric Eigenspace Representation for Visual Learning and Recognition,
SPIE(2031), 1993, pp. 378-391. BibRef 9300

Murase, H.[Hiroshi], Nayar, S.K.[Shree K.], and Nene, S.A.[Sameer A.],
Software Library for Appearance Matching (SLAM),
ARPA94(I:733-737).
PDF Version. Code, Matching.
WWW Version. BibRef 9400

Nayar, S.K.[Shree K.], Nene, S.A.[Sameer A.], Murase, H.,
Real-Time 100 Object Recognition System,
ARPA96(1223-1228). BibRef 9600
And: CRA96(III: 2321-2325).
PDF Version. Generate Eigen space representation of the object. BibRef

Nene, S.A.[Sameer A.], Nayar, S.K.[Shree K.],
Closest Point Search in High Dimensions,
CVPR96(859-865).
IEEE Abstract. IEEE Top Reference.
WWW Version. 100 object recognition and other applications. BibRef 9600

Nayar, S.K.[Shree K.], Nene, S.A.[Sameer A.], Murase, H.[Hiroshi],
Subspace Methods for Robot Vision,
RA(12), No. 5, October 1996, pp. 750-758. 9610 BibRef
Earlier: A3, A1, A2:
General Learning Algorithm for Robot Vision,
ARPA94(I:753-763). System: SLAM. Software Library for Appearance Matching BibRef

Mukherjee, S.[Sayan], Nayar, S.K.[Shree K.],
Optimal RBF Networks for Visual Learning,
ICCV95(794-800).
WWW Version.
WWW Version. BibRef 9500

Paatero, P., and Tapper, U.,
Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values,
Environmetrics(5), 1994, 111-126. Flusser, J., BibRef 9400
Object Matching by Means of Matching Likelihood Coefficients,
PRL(16), 1995, pp. 893-900. BibRef

Chalmond, B.[Bernard], Girard, S.C.[Stephane C.],
Nonlinear Modeling of Scattered Multivariate Data and Its Application to Shape Change,
PAMI(21), No. 5, May 1999, pp. 422-432.
IEEE Abstract. IEEE Top Reference.
WWW Version. PCA has problems. Introduce a non-linear "PCA" process. BibRef 9905

Huttenlocher, D.P., Lilien, R.H., Olson, C.F.,
View-Based Recognition Using an Eigenspace Approximation to the Hausdorff Measure,
PAMI(21), No. 9, September 1999, pp. 951-955.
IEEE Abstract. IEEE Top Reference.
WWW Version.
PDF Version.
PDF Version. BibRef 9909
Earlier:
Approximate Hausdorff Matching Using Eigenspaces,
ARPA96(1181-1186). BibRef
And:
Object Recognition Using Subspace Methods,
ECCV96(I:536-545).
WWW Version. To counter the problems of view based (eigenspace) approaches when there are occlusions, an eigenspace approximation to the Hausdorff measure. Applies to edge maps. BibRef

Leonardis, A.[Ales], Bischof, H.[Horst],
Robust Recognition Using Eigenimages,
CVIU(78), No. 1, April 2000, pp. 99-118. 0004
WWW Version. BibRef
Earlier:
Computational complexity reduction in eigenspace approaches,
CAIP97(1-8).
WWW Version. 9709Instead of computing coefficients with a projection of the data onto the eigenimages, extract them with a hypothesize-and-test using subsets of image points. Select from compteing hypotheses using the MDL principle. See also Efficient MDL-Based Construction of RBF Networks, An. BibRef

Bischof, H.[Horst], Leonardis, A.[Ales],
Robust Recognition of Scaled Eigenimages Through a Hierarchical Approach,
CVPR98(664-670).
IEEE Abstract. IEEE Top Reference. Estimate both the scale of the object and the coefficients of the eigenimages. BibRef 9800

Leonardis, A.[Ales], Bischof, H.[Horst], Maver, J.[Jasna],
Multiple eigenspaces,
PR(35), No. 11, November 2002, pp. 2613-2627.
WWW Version. 0208 BibRef

Maver, J.[Jasna], Leonardis, A.[Ales],
Recognizing 2-tone images in grey-level parametric eigenspaces,
PRL(23), No. 14, December 2002, pp. 1631-1640.
HTML Version. 0208 BibRef

Leonardis, A.[Ales], Bischof, H.[Horst],
Multiple Eigenspaces by MDL,
ICPR00(Vol I: 233-237).
WWW Version.
HTML Version. 0009 BibRef

Leonardis, A.[Ales], Bischof, H.[Horst],
Robust Recovery of Eigneimages in the Presence of Outliers and Occlusions,
JCIT(4), No. 1, 1996, pp. 25-36. BibRef 9600
Earlier:
Dealing with Occlusions in the Eigenspace Approach,
CVPR96(453-458).
IEEE Abstract. IEEE Top Reference.
WWW Version. BibRef

Sengel, M., Berger, M., Kravtchenko-Berejnoi, V., Bischof, H.,
Fast object recognition and pose determination,
ICIP02(III: 349-352).
IEEE Abstract. IEEE Top Reference. 0210 BibRef

Skoaj, D., Bischof, H., Leonardis, A.,
A Robust PCA Algorithm for Building Representations from Panoramic Images,
ECCV02(IV: 761 ff.).
HTML Version. 0205 BibRef

Bischof, H.[Horst], Wildenauer, H.[Horst], Leonardis, A.[Ales],
Illumination insensitive recognition using eigenspaces,
CVIU(95), No. 1, July 2004, pp. 86-104.
WWW Version. 0407 BibRef
Earlier:
Illumination Insensitive Eigenspaces,
ICCV01(I: 233-238).
WWW Version. 0106Incorporate a gradient filter bank into the eigenspace recognition. BibRef

Costa, M.S.[Mauro S.], Shapiro, L.G.[Linda G.],
3D Object Recognition and Pose with Relational Indexing,
CVIU(79), No. 3, September 2000, pp. 364-407. 0008
WWW Version. BibRef
Earlier:
Scene Analysis Using Appearance-Based Models and Relational Indexing,
SCV95(103-108).
IEEE Top Reference. University of Washington. Graph representations. Match with multiple objects in a scene. BibRef

Costa, M.S.[Mauro S.], Shapiro, L.G.[Linda G.],
Analysis of scenes containing multiple non-polyhedral 3D objects,
CIAP95(272-280).
WWW Version. 9509 BibRef

Shapiro, L.G.[Linda G.], Costa, M.S.[Mauro S.],
Appearance-based 3D object recognition,
ORCV94(51-63).
WWW Version. 9412 BibRef

Ji, Q., Costa, M.S., Haralick, R.M., Shapiro, L.G.,
An Integrated Linear Technique for Pose Estimation from Different Geometric Features,
PRAI(13), No. 5, August 1999, pp. 705. 0005 BibRef

Mustafa, A.A.Y.[Adnan A.Y.], Shapiro, L.G.[Linda G.], and Ganter, M.A.[Mark A.],
Matching Surface Signatures for Object Identification,
SCIA97(xx-yy) 9705
HTML Version. BibRef

Borotschnig, H., Paletta, L., Prantl, M., Pinz, A.,
Appearance-based active object recognition,
IVC(18), No. 9, June 2000, pp. 715-727.
WWW Version. 0004 BibRef
Earlier:
Active Object Recognition in Parametric Eigenspace,
BMVC98(xx-yy). BibRef

Paletta, L.[Lucas], Fritz, G.[Gerald], Seifert, C.[Christin],
Perception-Action Based Object Detection from Local Descriptor Combination and Reinforcement Learning,
SCIA05(639-648).
WWW Version. 0506 BibRef
And:
Cascaded Sequential Attention for Object Recognition with Informative Local Descriptors and Q-learning of Grouping Strategies,
AttenPerf05(III: 94-94).
WWW Version. 0507 BibRef

Greindl, C., Goyal, A., Ogris, G., Paletta, L.,
Cascaded attention and grouping for object recognition from video,
CIAP03(448-453).
IEEE Abstract. IEEE Top Reference. 0310 BibRef

Fritz, G., Paletta, L., Bischof, H.,
Object recognition using local information content,
ICPR04(II: 15-18).
WWW Version. 0409 BibRef

Hornegger, J.[Joachim], Niemann, H.[Heinrich], Risack, R.[Robert],
Appearance-based object recognition using optimal feature transforms,
PR(33), No. 2, February 2000, pp. 209-224.
WWW Version. 0001 BibRef

Reinhold, M., Paulus, D., Niemann, H.,
Improved Appearance-Based 3-D Object Recognition Using Wavelet Features,
VMV01(xx-yy).
PDF Version. 0209 BibRef

Reinhold, M., Paulus, D., and Niemann, H.,
Appearance-Based Statistical Object Recognition by Heterogenous Background and Occlusions,
DAGM01(254-261).
Postscript Version. BibRef 0100

Reinhold, M.P.[Michael P.], Grzegorzek, M.[Marcin], Denzler, J.[Joachim], Niemann, H.[Heinrich],
Appearance-based recognition of 3-D objects by cluttered background and occlusions,
PR(38), No. 5, May 2005, pp. 739-753.
WWW Version. 0501 BibRef

Grzegorzek, M.[Marcin], Niemann, H.[Heinrich],
Statistical Object Recognition Including Color Modeling,
ICIAR05(481-489).
WWW Version. 0509 BibRef

Worthington, P.L.[Philip L.], Hancock, E.R.[Edwin R.],
Object Recognition Using Shape-from-Shading,
PAMI(23), No. 5, May 2001, pp. 535-542.
IEEE Abstract. IEEE Top Reference.
WWW Version. 0105 BibRef
Earlier:
Structural Object Recognition Using Shape-from-shading,
ICPR00(Vol I: 738-741).
WWW Version.
HTML Version. 0009 BibRef
And:
Histogram-based Object Recognition using Shape-from-Shading,
CVPR00(I: 643-648).
IEEE Abstract. IEEE Top Reference.
WWW Version. 0005 BibRef
Earlier:
Region-based Object Recognition using Shape-from-Shading,
ECCV00(I: 455-471).
WWW Version. 0003Can surface topography from SfS be used for object recognition? See also Face Recognition Using Shape-from-Shading. BibRef

Worthington, P.L.[Philip L.], Hancock, E.R.[Edwin R.],
Synthesising Appearance Manifolds using Shape-from-Shading,
SCIA01(P-W4A). 0206 BibRef

Hancock, E.R.[Edwin R.], Worthington, P.L.[Philip L.], Huet, B.[Benoit],
Appearance-Based Object Recognition Using Shape-From-Shading,
ICPR98(Vol I: 412-416).
WWW Version. 9808 BibRef
And:
Increased Extent of Characteristic Views using Shape-from-shading for Object Recognition,
BMVC98(xx-yy). BibRef

Agarwal, M.[Mohit], Jain, G.[Gaurav], Chaudhury, S.[Santanu],
Indexing for local appearance-based recognition of planar objects,
PRL(23), No. 1-3, January 2002, pp. 311-317.
HTML Version. 0201 BibRef

Zhang, Z.F.M.[Zhong-Fei Mark], Srihari, R.K.[Rohini K.],
Subspace morphing theory for appearance based object identification,
PR(35), No. 11, November 2002, pp. 2389-2396.
WWW Version. 0208 BibRef

Quick, P.[Philip], Capson, D.W.[David W.],
Subspace position measurement in the presence of occlusion,
PRL(23), No. 14, December 2002, pp. 1721-1733.
HTML Version. 0208Camera or object position with eigen based method. BibRef

Stegmann, M.B.[Mikkel B.], Larsen, R.[Rasmus],
Multi-band modelling of appearance,
IVC(21), No. 1, January 2003, pp. 61-67.
WWW Version. 0301 BibRef

Stegmann, M.B.[Mikkel B.], Ersboll, B.K.[Bjarne K.], Larsen, R.[Rasmus],
Fame: A flexible appearance modeling environment,
MedImg(22), No. 10, October 2003, pp. 1319-1331.
IEEE Abstract. IEEE Top Reference. 0310 BibRef

Darkner, S.[Sune], Larsen, R.[Rasmus], Stegmann, M.B.[Mikkel B.], Ersboll, B.K.[Bjarne K.],
Wedgelet Enhanced Appearance Models,
GenModel04(177).
WWW Version. 0406 BibRef

Larsen, R.[Rasmus], Stegmann, M.B.[Mikkel B.], Darkner, S.[Sune], Forchhammer, S.[Soren], Cootes, T.F.[Timothy F.], Ersboll, B.K.[Bjarne Kjaer],
Texture enhanced appearance models,
CVIU(106), No. 1, April 2007, pp. 20-30.
WWW Version. 0704Registration; Dimensionality reduction; Atlases; Deformable models; Active appearance models; Wavelets; Wedgelets; Face images BibRef

Chen, C.S.[Chu-Song], Hsieh, W.T.[Wen-Teng], Chen, J.H.[Jiun-Hung],
Panoramic Appearance-Based Recognition of Video Contents Using Matching Graphs,
SMC-B(34), No. 1, February 2004, pp. 179-199.
IEEE Abstract. IEEE Top Reference. 0403 BibRef

Chen, C.S.[Chu-Song], Chen, J.H.[Jiun-Hung], Hsieh, W.T.[Wen-Teng],
A dynamic programming approach for appearance-based recognition of environments,
ICPR02(II: 893-896).
WWW Version. 0211 BibRef

Min, W.[Wanli], Lu, K.[Ke], He, X.F.[Xiao-Fei],
Locality pursuit embedding,
PR(37), No. 4, April 2004, pp. 781-788.
WWW Version. 0403Linear embedding that respects the local geometrical structure described by the Euclidean distances. Rather than PCA for dimensionality reduction. BibRef

Chen, J.H.[Jiun-Hung], Chen, C.S.[Chu-Song],
Object Recognition Based on Image Sequences by Using Inter-Feature-Line Consistencies,
PR(37), No. 9, September 2004, pp. 1913-1923.
WWW Version. 0407 BibRef
Earlier:
Using Inter-feature-Line Consistencies for Sequence-Based Object Recognition,
ECCV04(Vol I: 108-120).
WWW Version. 0405Appearance-based recognition in sequences. Derived from nearest feature line. See also Performance Evaluation of the Nearest Feature Line Method in Image Classification and Retrieval. BibRef

Bicego, M.[Manuele], Castellani, U.[Umberto], Murino, V.[Vittorio],
A Hidden Markov Model approach for appearance-based 3D object recognition,
PRL(26), No. 16, December 2005, pp. 2588-2599.
WWW Version. 0512 BibRef

van de Weijer, J., Gevers, T., Smeulders, A.W.M.,
Robust Photometric Invariant Features From the Color Tensor,
IP(15), No. 1, January 2006, pp. 118-127.
WWW Version. 0601 BibRef

Pham, T.V.[Thang V.], and Smeulders, A.W.M.[Arnold W.M.],
Sparse Representation for Coarse and Fine Object Recognition,
PAMI(28), No. 4, April 2006, pp. 555-567.
WWW Version. 0604Object appearence using a dictionary of Gaussian differential basis functions. Adding new objects does not require retraining old objects. BibRef

Autio, I.[Ilkka],
Using natural class hierarchies in multi-class visual classification,
PR(39), No. 7, July 2006, pp. 1290-1299.
WWW Version. 0606Multi-object recognition; Hierarchic object recognition; Efficient object recognition BibRef

Verbeek, J.[Jakob],
Learning Nonlinear Image Manifolds by Global Alignment of Local Linear Models,
PAMI(28), No. 8, August 2006, pp. 1236-1250.
WWW Version. 0606Appearence based models. BibRef

Zivkovic, Z.[Zoran], Verbeek, J.[Jakob],
Transformation invariant component analysis for binary images,
CVPR06(I: 254-259).
WWW Version. 0606 BibRef

Khabou, M.A., Hermi, L., Rhouma, M.B.H.,
Shape recognition using eigenvalues of the Dirichlet Laplacian,
PR(40), No. 1, January 2007, pp. 141-153.
WWW Version. 0611Shape recognition; Eigenvalues; Laplacian; Fixed membrane problem; Dirichlet boundary condition; Neural networks BibRef

Choi, H.[Heeyoul], Choi, S.[Seungjin],
Robust kernel Isomap,
PR(40), No. 3, March 2007, pp. 853-862.
WWW Version. 0611Isomap; Kernel PCA; Manifold learning; Multidimensional scaling (MDS); Nonlinear dimensionality reduction BibRef

Nasios, N.[Nikolaos], Bors, A.G.[Adrian G.],
Kernel-based classification using quantum mechanics,
PR(40), No. 3, March 2007, pp. 875-889.
WWW Version. 0611Kernel density estimation; Nonparametric modelling; Quantum mechanics; Vector field segmentation BibRef

Bishnu, A.[Arijit], Bhattacharya, B.B.,
Stacked Euler Vector (SERVE): A Gray-Tone Image Feature Based on Bit-Plane Augmentation,
PAMI(29), No. 2, February 2007, pp. 350-355.
WWW Version. 0701SERVE is a four-tuple, each integer representing the Euler number of the partial binary image formed by pixel overlap relations among the four most significant bit planes of the gray-tone image. Apply to See also Columbia Object Image Library (COIL-100). BibRef

Sun, T.[Tingkai], Chen, S.C.[Song-Can],
Locality preserving CCA with applications to data visualization and pose estimation,
IVC(25), No. 5, 1 May 2007, pp. 531-543.
WWW Version. 0703Canonical correlation analysis (CCA); Locality preservation; Pose estimation; Data visualization; Dimensionality reduction CCA (for dimensionality reduction) applied to image recognition. BibRef

Vik, T.[Torbjorn], Heitz, F.[Fabrice], Charbonnier, P.[Pierre],
Robust Pose Estimation and Recognition Using Non-Gaussian Modeling of Appearance Subspaces,
PAMI(29), No. 5, May 2007, pp. 901-905.
WWW Version. 0704Appearence model generalizes the Gaussian subspace model to non-Gaussian and nonparametric distributions. BibRef

Dahyot, R.[Rozenn], Charbonnier, P.[Pierre], Heitz, F.[Fabrice],
Robust Visual Recognition of Color Images,
CVPR00(I: 685-690).
IEEE Abstract. IEEE Top Reference.
WWW Version. 0005 BibRef

Wang, X.[Xuan], Xiao, B.[Bin], Ma, J.F.[Jian-Feng], Bi, X.L.[Xiu-Li],
Scaling and rotation invariant analysis approach to object recognition based on Radon and Fourier-Mellin transforms,
PR(40), No. 12, December 2007, pp. 3503-3508.
WWW Version. 0709Radon, then Fourier-Mellin. To get invariants. Radon transform; Pattern recognition; Fourier-Mellin transform; Invariant analysis BibRef

Video Objects: A Test Database for Video Object Recognition,
2006. Dataset, Objects.
HTML Version. 180 videos of 15 objects.

Agarwal, A.[Ankur], Triggs, B.[Bill],
Multilevel Image Coding with Hyperfeatures,
IJCV(78), No. 1, June 2008, pp. 15-27.
WWW Version. 0803 BibRef
Earlier:
Hyperfeatures: Multilevel Local Coding for Visual Recognition,
ECCV06(I: 30-43).
WWW Version. 0608 BibRef
And: INRIARR-5655, 2005.
HTML Version. Hierarchical local appearance models. BibRef


Chen, W.A.[Wen-An], Zhang, H.B.[Hong-Bin],
The Condition of Kernelizing an Algorithm and an Equivalence Between Kernel Methods,
IbPRIA07(I: 338-345).
WWW Version. 0706E.g. kernel pca. BibRef

Basri, R.[Ronen], Hassner, T.[Tal], Zelnik-Manor, L.[Lihi],
Approximate Nearest Subspace Search with Applications to Pattern Recognition,
CVPR07(1-8).
WWW Version. 0706Rather than the exact subspace. BibRef

Wang, F.[Fei], Zhang, C.S.[Chang-Shui],
Feature Extraction by Maximizing the Average Neighborhood Margin,
CVPR07(1-8).
WWW Version. 0706Address data size of LDA. Find better kernels. BibRef

Wolf, L.[Lior], Jhuang, H.H.[Huei-Han], Hazan, T.[Tamir],
Modeling Appearances with Low-Rank SVM,
CVPR07(1-6).
WWW Version. 0706 BibRef

De la Torre, F.[Fernando], Collet, A.[Alvaro], Quero, M.[Manuel], Cohn, J.F.[Jeffrey F.], Kanade, T.[Takeo],
Filtered Component Analysis to Increase Robustness to Local Minima in Appearance Models,
CVPR07(1-8).
WWW Version. 0706 BibRef

Felsberg, M.[Michael], Hedborg, J.[Johan],
Real-Time Visual Recognition of Objects and Scenes Using P-Channel Matching,
SCIA07(908-917).
WWW Version. 0706Combines advantages of histograms and local linear models. Registration. BibRef

Kaarna, A.[Arto], Andriyashin, A.[Alexey], Nakauchi, S.[Shigeki], Parkkinen, J.[Jussi],
Multiresolution Approach in Computing NTF,
SCIA07(334-343).
WWW Version. 0706Non-negative tensor factorization (NTF). Efficient computation. BibRef

Jain, P.K.[Paresh K.], Rao, P.K.[P. Kartik], Jawahar, C.V.,
Computing Eigen Space from Limited Number of Views for Recognition,
ICCVGIP06(662-673).
WWW Version. 0612 BibRef

Kalra, M.[Manisha], Deepti, P., Abhilash, R., Das, S.[Sukhendu],
Pose Invariant Generic Object Recognition with Orthogonal Axis Manifolds in Linear Subspace,
ICCVGIP06(619-630).
WWW Version. 0612 BibRef

Jain, V.[Varun], Zhang, H.[Hao],
Shape-Based Retrieval of Articulated 3D Models Using Spectral Embedding,
GMP06(299-312).
WWW Version. 0607Shape retrieval. Embed the description in spectral domain, match there. BibRef

Rahman, M.M.,
Merging and Generalizing Eigenspace for Partially Occluded and Destroyed Object Recognition,
ICIP06(2729-2732). 0610
WWW Version. BibRef

Laptev, I.[Ivan],
Improvements of Object Detection Using Boosted Histograms,
BMVC06(III:949).
PDF Version. 0609Recognize objects in a class. histograms of features in local regions. BibRef

Gonzalez-Mora, J.[Jose], Guil, N.[Nicolas], Zapata, E.L.[Emilio L.],
Tracking of Linear Appearance Models Using Second Order Minimization,
ACIVS06(1002-1013).
WWW Version. 0609 BibRef

Li, J.[Jian], Zhou, S.H.K.[Shao-Hua Kevin], Chellappa, R.[Rama],
Appearance Modeling Under Geometric Context,
ICCV05(II: 1252-1259).
WWW Version. 0510Model the parts. Other techniques become a subset of this method. BibRef

Zhang, D.Q.[Dong-Qing], Chang, S.F.[Shih-Fu],
A Generative-Discriminative Hybrid Method for Multi-View Object Detection,
CVPR06(II: 2017-2024).
WWW Version. 0606Generative model structure and appearance. BibRef

Savarese, S., Winn, J., Criminisi, A.,
Discriminative Object Class Models of Appearance and Shape by Correlatons,
CVPR06(II: 2033-2040).
WWW Version. 0606both appearance and shape info. BibRef

Gheissari, N.[Niloofar], Sebastian, T.B.[Thomas B.], Hartley, R.I.[Richard I.],
Person Reidentification Using Spatiotemporal Appearance,
CVPR06(II: 1528-1535).
WWW Version. 0606 BibRef

Zhang, Q.N.[Qian-Ni], Izquierdo, E.[Ebroul],
A Multi-feature Optimization Approach to Object-Based Image Classification,
CIVR06(310-319).
WWW Version. 0607 BibRef

Koppal, S.J.[Sanjeev J.], Narasimhan, S.G.[Srinivasa G.],
Clustering Appearance for Scene Analysis,
CVPR06(II: 1323-1330).
WWW Version. 0606 BibRef

Mansur, A.[Al], Sakata, K.[Katsutoshi], Kuno, Y.[Yoshinori],
Recognition of Household Objects by Service Robots Through Interactive and Autonomous Methods,
ISVC07(II: 140-151).
WWW Version. 0711 BibRef

Mansur, A.[Al], Hossain, M.A.[Mohammed Altab], Kuno, Y.[Yoshinori],
Integration of Multiple Methods for Class and Specific Object Recognition,
ISVC06(I: 841-849).
WWW Version. 0611 BibRef

Kurnia, R.[Rahmadi], Hossain, M.A.[Mohammed Altab], Kuno, Y.[Yoshinori],
Use of Spatial Reference Systems in Interactive Object Recognition,
CRV06(62-62).
WWW Version. 0607 BibRef

Hossain, M.A.[Mohammed Altab], Kurnia, R.[Rahmadi], Kuno, Y.[Yoshinori],
Geometric and Photometric Analysis for Interactively Recognizing Multicolor or Partially Occluded Objects,
ISVC05(134-142).
WWW Version. 0512 BibRef

Qin, L.[Lei], Gao, W.[Wen],
Image Matching Based on A Local Invariant Descriptor,
ICIP05(III: 377-380).
WWW Version. 0512 BibRef

Heiler, M.[Matthias], Schnörr, C.[Christoph],
Controlling Sparseness in Non-negative Tensor Factorization,
ECCV06(I: 56-67).
WWW Version. 0608 BibRef

Heiler, M.[Matthias], Schnörr, C.[Christoph],
Reverse-Convex Programming for Sparse Image Codes,
EMMCVPR05(600-616).
WWW Version. 0601 BibRef
And:
Learning Non-Negative Sparse Image Codes by Convex Programming,
ICCV05(II: 1667-1674).
WWW Version. 0510Aim to preserve local structure, unlike PCA. See also Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values. BibRef

He, X.F.[Xiao-Fei], Cai, D.[Deng], Yan, S.C.[Shui-Cheng], Zhang, H.J.[Hong-Jiang],
Neighborhood Preserving Embedding,
ICCV05(II: 1208-1213).
WWW Version. 0510Aims to preserve local structure, unlike PCA preserving global structure. BibRef

Hazan, T.[Tamir], Hardoon, R.[Roee], Shashua, A.[Amnon],
pLSA for Sparse Arrays With Tsallis Pseudo-Additive Divergence: Noise Robustness and Algorithm,
ICCV07(1-8).
WWW Version. 0710 BibRef

Zass, R.[Ron], Shashua, A.[Amnon],
Nonnegative Sparse PCA,
NIPS07(xx-yy). BibRef 0700

Shashua, A.[Amnon], Zass, R.[Ron], Hazan, T.[Tamir],
Multi-way Clustering Using Super-Symmetric Non-negative Tensor Factorization,
ECCV06(IV: 595-608).
WWW Version. 0608 BibRef

Hazan, T.[Tamir], Polak, S.[Simon], Shashua, A.[Amnon],
Sparse Image Coding Using a 3D Non-Negative Tensor Factorization,
ICCV05(I: 50-57).
WWW Version. 0510Generate descriptions (e.g. bases) of images. BibRef

Zhu, P.[Ping], Wilson, R.C.[Richard C.],
Stability of the Eigenvalues of Graphs,
CAIP05(371).
WWW Version. 0509 BibRef
And:
A Study of Graph Spectra for Comparing Graphs,
BMVC05(xx-yy).
HTML Version. 0509 BibRef

Plagemann, C.[Christian], Müller, T.[Thomas], Burgard, W.[Wolfram],
Vision-Based 3D Object Localization Using Probabilistic Models of Appearance,
DAGM05(184).
WWW Version. 0509 BibRef

Montoliu, R.[Raúl], Pla, F.[Filiberto], Klaren, A.C.[Arnoud C.],
Illumination Intensity, Object Geometry and Highlights Invariance in Multispectral Imaging,
IbPRIA05(I:36).
WWW Version. 0509 BibRef

Söderberg, R.[Robert], Nordberg, K.[Klas], Granlund, G.H.[Gösta H.],
An Invariant and Compact Representation for Unrestricted Pose Estimation,
IbPRIA05(I:3).
WWW Version. 0509 BibRef

Nordberg, K., Granlund, G.H., Knutsson, H.,
Representation and learning of invariance,
ICIP94(II: 585-589).
WWW Version. 9411 BibRef

Xu, D.[Dong], Yan, S.C.[Shui-Cheng], Zhang, L.[Lei], Zhang, H.J.[Hong-Jiang], Liu, Z.K.[Zheng-Kai], Shum, H.Y.[Heung-Yeung],
Concurrent Subspaces Analysis,
CVPR05(II: 203-208).
WWW Version. 0507Encoding image objects as 2nd or even higher order tensors. Performance better than PCA. BibRef

Souvenir, R.[Richard], Pless, R.[Robert],
Isomap and Nonparametric Models of Image Deformation,
Motion05(II: 195-200).
WWW Version. 0502What happens to mappings with image deformations. BibRef

Pless, R.[Robert],
Differential Structure in non-Linear Image Embedding Functions,
Non-Rigid04(10).
HTML Version. 0502Mappings (isomap) with deformations. BibRef

Pless, R.,
Image spaces and video trajectories: Using isomap to explore video sequences,
ICCV03(1433-1440).
WWW Version. 0311Video as a space of possible images and a path through that space. BibRef

Kim, H.[Hyundo], Murphy-Chutorian, E.[Erik], Triesch, J.[Jochen],
Semi-autonomous Learning of Objects,
V4HCI06(145).
WWW Version. 0609 BibRef

Chen, H.J.[Huei-Ju], Lee, K.C.[Kuang-Chih], Murphy-Chutorian, E.[Erik], Triesch, J.[Jochen],
Toward a Unified Probabilistic Framework for Object Recognition and Segmentation,
ISVC05(108-117).
WWW Version. 0512 BibRef

Murphy-Chutorian, E.[Erik], Triesch, J.[Jochen],
Shared Features for Scalable Appearance-Based Object Recognition,
WACV05(I: 16-21).
WWW Version. 0502 BibRef

Thuresson, J.[Johan], Carlsson, S.[Stefan],
Appearance Based Qualitative Image Description for Object Class Recognition,
ECCV04(Vol II: 518-529).
WWW Version. 0405Recognize classes of objects rather than individual instances. BibRef

Gvili, Y.[Yaron], Sochen, N.A.[Nir A.],
A Complete System of Measurement Invariants for Abelian Lie Transformation Groups,
ScaleSpace03(72-85).
HTML Version. 0310Build on steerable filters. BibRef

Grimes, D.B., Shon, A.P., Rao, R.P.N.,
Probabilistic bilinear models for appearance-based vision,
ICCV03(1478-1485).
WWW Version. 0311 BibRef

Rao, R.P.N.,
Dynamic Appearance-Based Recognition,
CVPR97(540-546).
IEEE Abstract. IEEE Top Reference.
WWW Version. 9704Recognize with occlusions BibRef

Ababsa, F., Roussel, D., Mallem, M.,
Photometric Aspects: A New Approach For 3D Free Form Object Recognition Using a Single Luminance Image,
AVSBS03(131-136).
IEEE Abstract. IEEE Top Reference. 0310 BibRef

Kinoshenko, D.[Dmitry], Mashtalir, V.[Vladimir], Orlov, A.[Alexander], Yegorova, E.[Elena],
Method of Creating of Functional Invariants under One-Parameter Geometric Image Transformations,
DAGM03(68-75).
HTML Version. 0310 BibRef

Morency, L.P., Rahimi, A., Darrell, T.J.,
Adaptive view-based appearance models,
CVPR03(I: 803-810).
IEEE Abstract. IEEE Top Reference. 0307 BibRef

Kitamoto, A.,
Fractional component analysis (FCA) for mixed signals,
ICPR02(III: 383-386).
WWW Version. 0211 BibRef

Deselaers, T.[Thomas], Keysers, D.[Daniel], Paredes, R.[Roberto], Vidal, E.[Enrique], Ney, H.[Hermann],
Local Representations for Multi-object Recognition,
DAGM03(305-312).
HTML Version.
HTML Version. 0310 See also Deformation Models for Image Recognition. BibRef

Keysers, D.[Daniel], Motter, M.[Michael], Deselaers, T.[Thomas], Ney, H.[Hermann],
Training and Recognition of Complex Scenes Using a Holistic Statistical Model,
DAGM03(52-59).
HTML Version. 0310 BibRef

Deselaers, T.[Thomas], Keysers, D.[Daniel], Ney, H.[Hermann],
Features for Image Retrieval: A Quantitative Comparison,
DAGM04(228-236).
WWW Version. 0505 Image Database. BibRef
And:
Classification error rate for quantitative evaluation of content-based image retrieval systems,
ICPR04(II: 505-508).
WWW Version. 0409 BibRef

Keysers, D., Och, F.J., Ney, H.,
Maximum Entropy and Gaussian Models for Image Object Recognition,
DAGM02(498 ff.).
HTML Version. 0303 BibRef

Garg, G., Sharma, P.K., Chaudhury, S., Chowdhury, R.,
An appearance based approach for video object extraction and representation,
ICPR02(II: 536-539).
WWW Version. 0211 BibRef

Chennubhotla, C., Jepson, A.D., Midgley, J.,
Robust contrast-invariant eigendetection,
ICPR02(II: 745-748).
WWW Version. 0211 BibRef

Haasdonk, B., Vossen, A., Burkhardt, H.,
Invariance in Kernel Methods by Haar-Integration Kernels,
SCIA05(841-851).
WWW Version. 0506 BibRef

Haasdonk, B., Halawani, A., Burkhardt, H.,
Adjustable Invariant Features by Partial Haar-Integration,
ICPR04(II: 769-774).
WWW Version. 0409 BibRef

Ronneberger, O., Burkhardt, H., Schultz, E.,
General-purpose object recognition in 3D volume data sets using gray-scale invariants - classification of airborne pollen-grains recorded with a confocal laser scanning microscope,
ICPR02(II: 290-295).
WWW Version. 0211 BibRef

Shashua, A., Levin, A., Avidan, S.,
Manifold pursuit: a new approach to appearance based recognition,
ICPR02(III: 590-594).
WWW Version. 0211 BibRef

Liu, X.W.[Xiu-Wen], Srivastava, A.,
Spaces and subspaces of images for recognition,
ICIP02(III: 313-316).
IEEE Abstract. IEEE Top Reference. 0210 BibRef

Fukui, K.[Kazuhiro], Stenger, B.[Björn], Yamaguchi, O.[Osamu],
A Framework for 3D Object Recognition Using the Kernel Constrained Mutual Subspace Method,
ACCV06(II:315-324).
WWW Version. 0601map input into feature space. Project onto kernel subspace. BibRef

Fukui, K.[Kazuhiro], Yamaguchi, O.[Osamu],
The Kernel Orthogonal Mutual Subspace Method and Its Application to 3D Object Recognition,
ACCV07(II: 467-476).
WWW Version. 0711 BibRef

Yamaguchi, O.[Osamu], Fukui, K.[Kazuhiro],
Pattern hashing: Object recognition based on a distributed local appearance model,
ICIP02(III: 329-332).
IEEE Abstract. IEEE Top Reference. 0210 BibRef

Sanei, S., Lee, T.K.,
Bayesian classification of eigencells,
ICIP02(II: 929-932).
IEEE Abstract. IEEE Top Reference. 0210 BibRef

Mae, Y., Umetani, T., Arai, T., Inoue, K.,
Object Recognition Using Appearance Models Accumulated Into Environment,
ICPR00(Vol IV: 845-848).
WWW Version.
HTML Version. 0009Blocks. BibRef

Romdhani, S., Psarrou, A., Gong, S.,
On Utilising Template and Feature-based Correspondence in Multi-view Appearance Models,
ECCV00(I: 799-813).
WWW Version. 0003 BibRef

Jugessur, D.[Deeptiman], Dudek, G.[Gregory],
Local Appearance for Robust Object Recognition,
CVPR00(I: 834-839).
IEEE Abstract. IEEE Top Reference.
WWW Version. 0005 BibRef

Schiele, B.[Brent], Pentland, A.P.,
Probabilistic Object Recognition and Localization,
ICCV99(177-182).
WWW Version. BibRef 9900
And: Vismod--499, March 1999.
Postscript Version. Represent objects by joint statistics of local operators. BibRef

Campbell, R.J., Flynn, P.J.[Patrick J.],
Eigenshapes for 3D Object Recognition in Range Data,
CVPR99(II: 505-510).
IEEE Abstract. IEEE Top Reference.
WWW Version. Extend appearance based to range data. BibRef 9900

Hadjidemetriou, E.[Efstathios], Nayar, S.K.[Shree K.],
Appearance Matching with Partial Data,
DARPA98(1071-1078). BibRef 9800

Matas, J., Burianek, J., Kittler, J.V.,
Object Recognition using the Invariant Pixel-Set Signature,
BMVC00(xx-yy).
PDF Version. 0009 BibRef

Matas, J.[Jiri], Reiter, M.[Michael],
Object-Detection with a Varying Number of Eigenspace Projections,
ICPR98(Vol I: 759-761).
WWW Version. 9808 BibRef

Basri, R.[Ronen], Roth, D.[Dan], Jacobs, D.W.[David W.],
Clustering Appearances of 3D Objects,
CVPR98(414-420).
IEEE Abstract. IEEE Top Reference. BibRef 9800

Verly, J.G., Delanoy, R.L.,
Appearance-Model-Based Representation and Matching of 3-D Objects,
ICCV90(248-256).
WWW Version. BibRef 9000

Molina-Gamez, M., Subirana-Vilanova, J.B.,
Sparse Groups: A Polynomial Middle-Level Approach for Object Recognition,
ICPR96(I: 518-522).
WWW Version. 9608(Autonomous Univ. of Barcelona, E) BibRef

Subirana-Vilanova, J.B.[J. Brian],
Contour Texture and Frame Curves for the Recognition of Non-Rigid Objects,
MDSG94(393) BibRef 9400

Subirana-Vilanova, J.B.[J. Brian],
Mid-Level Vision and Recognition of Non-Rigid Objects,
MIT AI-TR-1442, January, 1993.
WWW Version. BibRef 9301

Huang, C.Y.[Chien-Yuan], Camps, O.I.[Octavia I.], Kanungo, T.[Tapas],
Object Representation Using Appearance-based Parts and Relations,
UMD--TR3979, January 1999.
WWW Version.
WWW Version. BibRef 9901
Earlier:
Object Recognition Using Appearance Based Parts and Relations,
CVPR97(877-883).
IEEE Abstract. IEEE Top Reference.
WWW Version. 9704 BibRef

Camps, O.I.[Octavia I.], Huang, C.Y.[Chien-Yuan], Kanungo, T.[Tapas],
Hierarchical Organization of Appearance Based Parts and Relations for Object Recognition,
CVPR98(685-691).
IEEE Abstract. IEEE Top Reference. BibRef 9800

Vitriá, J.[Jordi], Radeva, P.I.[Petia I.], Binefa, X.[Xavier],
EigenHistograms: Using Low Dimensional Models of Color Distribution for Real Time Object Recognition,
CAIP99(17-24).
WWW Version. 9909 BibRef

Ignasiak, K.[Krystian], Skarbek, W.[Wladyslaw], Ghuwar, M.[Miloud],
Invariant Reference Points Methodology and Applications,
CAIP99(259-266).
WWW Version. 9909 BibRef

Skarbek, W.[Wladyslaw], Ghuwar, M.[Miloud], Ignasiak, K.[Krystian],
Local subspace method for pattern recognition,
CAIP97(527-534).
WWW Version. 9709 BibRef

de Verdičre, V.C.[Vincent Colin], Crowley, J.L.[James L.],
Visual Recognition Using Local Appearance,
ECCV98(I: 640).
WWW Version. BibRef 9800

Sochen, N.A., and Zeevi, Y.Y.,
Representation of colored images by manifolds embedded in higher dimensional non-Euclidean space,
ICIP98(I: 166-170).
WWW Version. 9810 BibRef

Bichsel, M.,
Illumination invariant object recognition,
ICIP95(III: 620-623).
WWW Version. 9510 BibRef

Lei, T.H.[Tian-Hu], Sewchand, W.,
Eigenstructure approach to region detection and segmentation,
ICIP94(III: 456-459).
WWW Version. 9411 BibRef

Tian, Q., Fainman, Y., Lee, S.H.,
Comparison of eigenvector-based pattern recognition algorithms for hybrid systems,
ICPR88(I: 547-549).
WWW Version. 8811 BibRef

Chapter on Matching and Recognition Using Volumes, High Level Vision Techniques, Invariants continues in
Active Appearance Models - AAM .


Last update:May 8, 2008 at 19:01:47