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MK Kundu, M Chowdhury, SR Bulò (2015)
A graph-based relevance feedback mechanism in content-based image retrievalKnowl-Based Syst, 73
N Shrivastava, V Tyagi (2015)
An efficient technique for retrieval of color images in large databasesComput Electr Eng, 46
E Walia, A Pal (2014)
Fusion framework for effective color image retrievalJ Vis Commun Image Represent, 25
T Barbu (2014)
Pedestrian detection and tracking using temporal differencing and HOG features.Comput Electr Eng, 40
ME ElAlami (2014)
A new matching strategy for content based image retrieval systemAppl Soft Comput, 14
SM Youssef (2012)
ICTEDCT-CBIR: integrating curvelet transform with enhanced dominant colors extraction and texture analysis for efficient content-based image retrievalComput Electr Eng, 38
N Ali, KB Bajwa, R Sablatnig, Z Mehmood (2016)
Image retrieval by addition of spatial information based on histograms of triangular regions.Comput Electr Eng, 54
Y-H Lee, Y Kim (2015)
Efficient image retrieval using advanced SURF and DCD on mobile platformMultimedia Tools and Applications, 74
A Khotanzad, YH Hong (1990)
Invariant image recognition by Zernike momentsIEEE Trans Pattern Anal Mach Intell, 12
T Ojala, K Valkealahti, E Oja, M Pietikäinen (2001)
Texture discrimination with multidimensional distributions of signed gray-level differencesPattern Recogn, 34
K Mikolajczyk, C Schmid (2005)
A performance evaluation of local descriptorsIEEE Trans Pattern Anal Mach Intell, 27
H Wang, M Brady (1995)
Real-time corner detection algorithm for motion estimationImage Vis Comput, 13
S Zeng, R Huang, H Wang, Z Kang (2016)
Image retrieval using spatiograms of colors quantized by Gaussian mixture modelsNeurocomputing, 171
R Hu, J Collomosse (2013)
A performance evaluation of gradient field hog descriptor for sketch based image retrievalComput Vis Image Underst, 117
K Velmurugan, SS Baboo (2011)
Content-based image retrieval using SURF and colour momentsGlobal J Comp Sci Technol, 10
A Albiol, D Monzo, A Martin, J Sastre, A Albiol (2008)
Face recognition using HOG–EBGMPattern Recogn Lett, 29
Z Stejić, Y Takama, K Hirota (2003)
Genetic algorithm-based relevance feedback for image retrieval using local similarity patternsInf Process Manag, 39
SR Dubey, SK Singh, RK Singh (2015)
A multi-channel based illumination compensation mechanism for brightness invariant image retrievalMultimedia Tools and Applications, 74
PF Felzenszwalb, RB Girshick, D McAllester, D Ramanan (2010)
Object detection with discriminatively trained part-based modelsIEEE Trans Pattern Anal Mach Intell, 32
SR Dubey, SK Singh, RK Singh (2016)
Multichannel decoded local binary patterns for content-based image retrievalIEEE Trans Image Process, 25
R Ashraf, K Bashir, A Irtaza, MT Mahmood (2015)
Content based image retrieval using embedded neural networks with bandletized regionsEntropy, 17
K Iqbal, MO Odetayo, A James (2012)
Content-based image retrieval approach for biometric security using colour, texture and shape features controlled by fuzzy heuristicsJ Comput Syst Sci, 78
S Murala, RP Maheshwari, R Balasubramanian (2012)
Local tetra patterns: a new feature descriptor for content-based image retrievalIEEE Trans Image Process, 21
P Jadhav, R Phalnikar (2015)
SIFT based efficient content based image retrieval system using neural networkArtificial Intelligent Systems and Machine Learning, 7
P Xu, L Zhang, K Yang, H Yao (2013)
Nested-SIFT for efficient image matching and retrievalIEEE MultiMedia, 20
C-C Lai, Y-C Chen (2011)
A user-oriented image retrieval system based on interactive genetic algorithmIEEE Trans Instrum Meas, 60
J Li, JZ Wang (2003)
Automatic linguistic indexing of pictures by a statistical modeling approachIEEE Trans Pattern Anal Mach Intell, 25
G-H Liu, J-Y Yang (2013)
Content-based image retrieval using color difference histogramPattern Recogn, 46
M Pietikäinen, T Ojala, Z Xu (2000)
Rotation-invariant texture classification using feature distributionsPattern Recogn, 33
Y Xiao, J Wu, J Yuan (2014)
mCENTRIST: a multi-channel feature generation mechanism for scene categorizationIEEE Trans Image Process, 23
T Ojala, M Pietikäinen, D Harwood (1996)
A comparative study of texture measures with classification based on featured distributionsPattern Recogn, 29
Y Zhou, F-Z Zeng, H-M Zhao, P Murray, J Ren (2016)
Hierarchical visual perception and two-dimensional compressive sensing for effective content-based color image retrievalCogn Comput, 8
S Kim, K-J Yoon, IS Kweon (2008)
Object recognition using a generalized robust invariant feature and Gestalt’s law of proximity and similarityPattern Recogn, 41
Image extraction methods rely on locating interest points and describing feature vectors for these key points. These interest points provide different levels of invariance to the descriptors. The image signature can be described well by the pixel regions that surround the interest points at the local and global levels. This contribution presents a feature descriptor that combines the benefits of local interest point detection with the feature extraction strengths of a fine-tuned sliding window in combination with texture pattern analysis. This process is accomplished with an improved Moravec method using the covariance matrix of the local directional derivatives. These directional derivatives are compared with a scoring factor to identify which features are corners, edges or noise. Located interest point candidates are fetched for the sliding window algorithm to extract robust features. These locally-pointed global features are combined with monotonic invariant uniform local binary patterns that are extracted a priory as part of the proposed method. Extensive experiments and comparisons are conducted on the benchmark ImageNet, Caltech-101, Caltech-256 and Corel-100 datasets and compared with sophisticated methods and state-of-the-art descriptors. The proposed method outperforms the other methods with most of the descriptors and many image categories.
Applied Intelligence – Springer Journals
Published: Apr 11, 2017
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