|
|
|
| Automatic Recognition of Woven Fabric by Using Gray Level Co-occurrence Matrix |
| Junfeng Jing, Jing Wang, Jianyuan Jia, Xuejuan Kang |
|
|
|
|
Abstract This paper proposes an approach to texture analysis that can be used
to extract the features of woven fabric images and recognize the
woven fabric structure. 2-D wavelet transform is utilized to
decompose the original image, in order to gain the 1/16 size of the
low-frequency sub image. Then gray level co-occurrence matrix is
employed to extract the feature parameters: energy, contrast,
correlation and entropy. Lastly, learning vector quantization
neural network is adopted to classify three basic weaves: plain
weave, twill weave and stain weave. The experiment results
demonstrate that gray level co-occurrence matrix can extract the
features well, and learning vector quantization neural network can
recognize three basic woven fabric structures automatically and
accurately.
|
|
|
|
|
|
| [1] |
Lingxiao Ma;Yi Li;Hancong Tang;Weilai Chi;Depeng Dang. Parallel Chameleon Clustering Based on MapReduce[J]. , 2015, 12(6): 2053-2062. |
| [2] |
Jun Chen;Zhengyang Luo;Chengying Gao. An Improved Hole-filling Technology Based on MLS[J]. , 2015, 12(6): 2063-2072. |
| [3] |
Weixin Xie;Hongbin Huang;Haotian Zhai;Weiping Liu. Features Extraction and Classification of Rice Paper Images Based on Wavelet Transform[J]. , 2015, 12(6): 2073-2079. |
| [4] |
Yehong Du;He Cui;Bing Li;Jie Li. Research on Regional Coverage with LAVs Based on MOPSOA[J]. , 2015, 12(6): 2081-2092. |
| [5] |
Xiaojian You;Xiaohai He;Xuemei Han;Chun Wu;Hong Jiang. A Novel Cognitive Radio Decision Engine Based on Chaotic Quantum Bee Colony Algorithm[J]. , 2015, 12(6): 2093-2106. |
| [6] |
Yao Fan;Yanli Chu. pplication of Improved ART Algorithm in Concrete Ultrasonic Imaging[J]. , 2015, 12(6): 2107-2116. |
| [7] |
Lun Xie;Xin Liu;Zhiliang Wang. Micro-expression Cognition and Emotion Modeling Based on Gross Reappraisal Strategy[J]. , 2015, 12(6): 2117-2132. |
| [8] |
Xiaoxue Guo;Haosen Lin. Remain Resource Reallocation DRA Algorithm with Multiple QoS Parameters Constraint[J]. , 2015, 12(6): 2133-2141. |
| [9] |
Zhiwei Ni;Xuhui Zhu;Liping Ni;Meiying Cheng;Yiling Wang. An Improved Discrete Optimization Algorithm Based on Artificial Fish Swarm and Its Application for Attribute Reduction[J]. , 2015, 12(6): 2143-2154. |
| [10] |
Siyuan Liu;Meng Wang;Haosong Hu. A Method and Application of Signal Demodulation Based on Wavelet Packet and Wavelet Ridge Decomposition[J]. , 2015, 12(6): 2155-2164. |
| [11] |
Yuan Xi;Kai Cheng;Tao Xiao;Xitong Lou;Lei Cheng;Yanjuan Hu. Parametric Design of Reverse Blowing Pickup Mouth Based on Flow Simulation[J]. , 2015, 12(6): 2165-2175. |
| [12] |
Hui Zhang;Peng Zhao;Jian Gao;Chengxiang Zhuge;Xiangming Yao. An Effective Intelligent Method for Optimal Urban Transit Network Design[J]. , 2015, 12(6): 2177-2184. |
| [13] |
Xin Wang;Fulian Yin;Jianping Chai;Xinran Wang. The Research of Broadcast Television Community Discovery Technology Based on Double-weight Gaussian Kernel Similarity[J]. , 2015, 12(6): 2185-2196. |
| [14] |
Yanli Huang;Beibei Xu;Xiaoliang Li. Properties of Rational General Solutions for First Order Multivariate Autonomous Rational Differential Systems[J]. , 2015, 12(6): 2197-2204. |
| [15] |
Jianli Feng;Xiaomin Zhang. An Identification Algorithm of Passive Millimeter Wave Detection Armored Targets Based on Signal Complexity[J]. , 2015, 12(6): 2205-2212. |
|
|
|
|
