TY - JOUR
KW - Image Classification
KW - Local Mesh Peak Valley Edge Patterns
KW - Patterns
KW - Information Retrieval
AU - Varun Srivastava
AU - Shilpa Gupta
AU - Gopal Chaudhary
AU - Arun Balodi
AU - Manju Khari
AU - Vicente García-Díaz
AB - Content Based Image Retrieval (CBIR) techniques based on texture have gained a lot of popularity in recent times. In the proposed work, a feature vector is obtained by concatenation of features extracted from local mesh peak valley edge pattern (LMePVEP) technique; a dynamic threshold based local mesh ternary pattern technique and texture of the image in five different directions. The concatenated feature vector is then used to classify images of two datasets viz. Emphysema dataset and Early Lung Cancer Action Program (ELCAP) lung database. The proposed framework has improved the accuracy by 12.56%, 9.71% and 7.01% in average for data set 1 and 9.37%, 8.99% and 7.63% in average for dataset 2 over three popular algorithms used for image retrieval.
IS - Special Issue on Current Trends in Intelligent Multimedia Processing Systems
M1 - 7
N2 - Content Based Image Retrieval (CBIR) techniques based on texture have gained a lot of popularity in recent times. In the proposed work, a feature vector is obtained by concatenation of features extracted from local mesh peak valley edge pattern (LMePVEP) technique; a dynamic threshold based local mesh ternary pattern technique and texture of the image in five different directions. The concatenated feature vector is then used to classify images of two datasets viz. Emphysema dataset and Early Lung Cancer Action Program (ELCAP) lung database. The proposed framework has improved the accuracy by 12.56%, 9.71% and 7.01% in average for data set 1 and 9.37%, 8.99% and 7.63% in average for dataset 2 over three popular algorithms used for image retrieval.
PY - 2021
SP - 18
EP - 25
T2 - International Journal of Interactive Multimedia and Artificial Intelligence
TI - An Enhanced Texture-Based Feature Extraction Approach for Classification of Biomedical Images of CT-Scan of Lungs
UR - https://www.ijimai.org/journal/sites/default/files/2021-08/ijimai6_7_2.pdf
VL - 6
SN - 1989-1660
ER -