Support vector machine pairwise classifiers with error reduction for image classification
MULTIMEDIA '01 Proceedings of the 2001 ACM workshops on Multimedia: multimedia information retrieval
On the choice of similarity measures for image retrieval by example
Proceedings of the tenth ACM international conference on Multimedia
Spectral Partitioning with Indefinite Kernels Using the Nyström Extension
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
Face Recognition Using Independent Component Analysis and Support Vector Machines
AVBPA '01 Proceedings of the Third International Conference on Audio- and Video-Based Biometric Person Authentication
Kernel Based Image Classification
ICANN '01 Proceedings of the International Conference on Artificial Neural Networks
Classification of Specular Object Based on Statistical Learning Theory
IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Bio-inspired Applications of Connectionism-Part II
Automatic Detection of Film Orientation with Support Vector Machines
IEA/AIE '02 Proceedings of the 15th international conference on Industrial and engineering applications of artificial intelligence and expert systems: developments in applied artificial intelligence
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Maintenance Training of Electric Power Facilities Using Object Recognition by SVM
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
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IEEE Transactions on Pattern Analysis and Machine Intelligence
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Automated Analysis of Nursing Home Observations
IEEE Pervasive Computing
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Machine Learning
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MDM '05 Proceedings of the 6th international workshop on Multimedia data mining: mining integrated media and complex data
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International Journal of Computer Vision
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COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
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EURASIP Journal on Advances in Signal Processing
From Aardvark to Zorro: A Benchmark for Mammal Image Classification
International Journal of Computer Vision
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Journal of Global Optimization
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International Journal of Internet Protocol Technology
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EURASIP Journal on Advances in Signal Processing
Detecting worm variants using machine learning
CoNEXT '07 Proceedings of the 2007 ACM CoNEXT conference
Design methodology for configurable analog to digital conversion using support vector machines
Microelectronics Journal
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Expert Systems with Applications: An International Journal
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Pattern Recognition Letters
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Linear-Time Computation of Similarity Measures for Sequential Data
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International Journal of Remote Sensing
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Pattern Recognition Letters
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Expert Systems with Applications: An International Journal
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Information Processing and Management: an International Journal
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IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
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Proceedings of the 46th Annual Design Automation Conference
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Machine Graphics & Vision International Journal
IEEE Transactions on Information Technology in Biomedicine
A realistic benchmark for visual indoor place recognition
Robotics and Autonomous Systems
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Image and Vision Computing
Tree structures with attentive objects for image classification using a neural network
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
A data-driven approach to manage the length of stay for appendectomy patients
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
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International Journal of Computer Vision
Computational Statistics & Data Analysis
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CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Learning in region-based image retrieval
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
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CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Segmentation of laparoscopic images for computer assisted surgery
SCIA'03 Proceedings of the 13th Scandinavian conference on Image analysis
Nonlinear estimators and tail bounds for dimension reduction in l1 using Cauchy random projections
COLT'07 Proceedings of the 20th annual conference on Learning theory
Image classification using marginalized kernels for graphs
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
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AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
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ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
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ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Kernel fusion for image classification using fuzzy structural information
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DisIClass: discriminative frequent pattern-based image classification
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DAS '10 Proceedings of the 9th IAPR International Workshop on Document Analysis Systems
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ICISP'10 Proceedings of the 4th international conference on Image and signal processing
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Edutainment'10 Proceedings of the Entertainment for education, and 5th international conference on E-learning and games
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DaWaK'10 Proceedings of the 12th international conference on Data warehousing and knowledge discovery
Topological localization of mobile robots using probabilistic support vector classification
CLEF'09 Proceedings of the 10th international conference on Cross-language evaluation forum: multimedia experiments
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Weighted symbols-based edit distance for string-structured image classification
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Emotion recognition from EEG using higher order crossings
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Pattern Recognition Letters
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ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
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ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
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ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
Content based retrieval and classification of cultural relic images
ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II
SALSAS: Sub-linear active learning strategy with approximate k-NN search
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ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Semantic image analysis using a learning approach and spatial context
SAMT'06 Proceedings of the First international conference on Semantic and Digital Media Technologies
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Score distribution approach to automatic kernel selection for image retrieval systems
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SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Facial expression recognition based on rough set theory and SVM
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
The 2005 PASCAL visual object classes challenge
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Simple instance selection for bankruptcy prediction
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Fuzzy particle swarm optimization clustering and its application to image clustering
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Computer Vision and Image Understanding
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Efficient sampling: application to image data
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Multiresolution histograms for SVM-Based texture classification
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
Multi-dimensional color histograms for segmentation of wounds in images
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
Representative term based feature selection method for SVM based document classification
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Selective SVMs ensemble driven by immune clonal algorithm
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Accurate Object Recognition with Shape Masks
International Journal of Computer Vision
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Transactions on Rough Sets V
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Automatic classification of granite tiles through colour and texture features
Expert Systems with Applications: An International Journal
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Artificial Intelligence in Medicine
Color recognition with compact color features
International Journal of Communication Systems
TND: A Thyroid Nodule Detection System for Analysis of Ultrasound Images and Videos
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Higher-order SVD analysis for crowd density estimation
Computer Vision and Image Understanding
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International Journal of Computer Vision
SVM with CUDA accelerated kernels for big sparse problems
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Extractive Support Vector Algorithm on Support Vector Machines for Image Restoration
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Ellipse Invariant Algorithm for Texture Classification
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Scene recognition on the semantic manifold
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Image labeling on a network: using social-network metadata for image classification
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
Fuzzy-rough feature selection aided support vector machines for Mars image classification
Computer Vision and Image Understanding
Adaptive SVM-Based classification systems based on the improved endocrine-based PSO algorithm
AMT'12 Proceedings of the 8th international conference on Active Media Technology
Ranking and selection of unsupervised learning marketing segmentation
Knowledge-Based Systems
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The Journal of Machine Learning Research
Multiple instance classification: Review, taxonomy and comparative study
Artificial Intelligence
Texture classification using kernel-based techniques
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advances in computational intelligence - Volume Part I
Fast image classification algorithms based on random weights networks
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Exploiting geometry in counting grids
SIMBAD'13 Proceedings of the Second international conference on Similarity-Based Pattern Recognition
Structural image retrieval using automatic image annotation and region based inverted file
Journal of Visual Communication and Image Representation
A hierarchical semantic-based distance for nominal histogram comparison
Data & Knowledge Engineering
Color Fourier-Mellin descriptors for image recognition
Pattern Recognition Letters
The Journal of Supercomputing
Robust human action recognition scheme based on high-level feature fusion
Multimedia Tools and Applications
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Traditional classification approaches generalize poorly on image classification tasks, because of the high dimensionality of the feature space. This paper shows that support vector machines (SVM) can generalize well on difficult image classification problems where the only features are high dimensional histograms. Heavy-tailed RBF kernels of the form K(x, y)=e-ρΣi|xia-yia|b with a ⩽1 and b⩽2 are evaluated on the classification of images extracted from the Corel stock photo collection and shown to far outperform traditional polynomial or Gaussian radial basis function (RBF) kernels. Moreover, we observed that a simple remapping of the input xi→xia improves the performance of linear SVM to such an extend that it makes them, for this problem, a valid alternative to RBF kernels