Markov chain latent space probabilistic for feature optimization along with Hausdorff distance similarity matching in content-based image retrieval

ABSTRACT

Content-Based Image Retrieval involves searching a database of photographs for the pictures that look like the query picture. With the help of Feature Extraction Technique, number of required images can be extracted from the database based on the query image. Fuzzy Cmean, Kmean, Gray-Level Co-Occurrence Matrix, Local Binary Pattern, Principal Component Analysis and Scale Invariant Feature transform are used to extract features. The main motive of this work is to improve the efficiency of Content-Based Image Retrieval system by eliminating characteristics from query and database images. The Markov Chain Rule Feature Optimization approach is used to choose the informative features from the features. For similarity search, Hausdarff Distance along with Gradient Boosting machine learning techniques improves matching accuracy and retrieval speed. To compare to the state of the art, we have got 97.71% accuracy and they got 93.89% and 94.79%.

KEYWORDS:

• Gradient boosting algorithm
• Content-Based Image Retrieval
• Fuzzy C mean
• Markov chain rule based optimization
• Hausdorff distance

Disclosure statement

No potential conflict of interest was reported by the author(s).

Additional information

Notes on contributors

Ramandeep Kaur

Ramandeep Kaur received the BTech.(CSE) degree from lovely professional University, Phagwara, Punjab and MTech. (CSE) degree from DAVIET College Jalandhar, Punjab and currently pursuing Phd.(CSE) from Lovely Professional University Phagwara Punjab. She has published papers in International Journals.

V. Devendran

Dr. V. Devendran received the Ph. D.(Image Processing) from National Institute of Technology, Trichy, Tamil Nadu, India. Now he is working as a Professor in Lovely Professional University, Phagwara, Punjab. He has published number of papers in National Journals as well as in International Conferences and Journals also. He has received “P K Das Memorial Best Faculty Award 2009” from Nehru Educational and Charitable Trust, Coimbatore, Tamil Nadu.